{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e5fb89b8-decc-4cbe-bcc7-9c00ca42744e",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\", color_codes=True)\n",
    "\n",
    "np.random.seed(sum(map(ord, \"categorical\")))\n",
    "titanic = pd.read_csv('./data/titanic.csv')\n",
    "tips = pd.read_csv('./data/tips.csv')\n",
    "iris = pd.read_csv('./data/iris.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0be992a2-9290-4efd-a8ca-d1c79a75ca8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='day',y='total_bill',data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "111e6a73-9a6e-42c1-8166-43b6a83659f4",
   "metadata": {},
   "source": [
    "重叠是很常见的现象，但是重叠影响我观察数据的量了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "21e1d8fc-4d60-4654-8846-639e17e529df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='day',y='total_bill',data=tips,jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9fd66670-c91c-4d88-a242-3019016339ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "06008dec-fdcc-4268-a7af-bfadaf7b4207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"day\", y=\"total_bill\", hue=\"sex\",data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "aea55fed-4d10-4728-aeea-d0899fcaae5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a65a3d8a-b415-4d5b-b859-46c41c0261f8",
   "metadata": {},
   "source": [
    "## 盒图\n",
    "* lQR即统计学概念四分位距，第一四分位与第三四分位之间的距离\n",
    "* N =1.5 lQR如果一个值>Q3+N 或 < Q1-N，则为离群点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3704fd52-b882-4937-ba31-8d07e964e36f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"time\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "415c7325-c1b5-425b-a03c-84445aac4a80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"total_bill\", y=\"day\", hue=\"time\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4761e6fe-b9e6-4b7d-a7b4-b4398467a820",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips, split=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4b464d23-ac2d-4ee9-b065-bc6073ce0530",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iuOE02XBbe0Z5cghlMXS9s+Ayd5C4CQCJG4VjsVjQ3NoBw7Au0aaWdhTnZybQKiIWCIIbCJIBTOJGmRgMnhR/TpsDt7XH+zehTLyFWdXZAGhZKhC0LKVwrFYrMLIcP6em9EEF4hY8nhv/eF4ngaM8xOa4nNaTKUfiRtkM99wAQ9ef8IXEjcKxWq1gbISDjqNqtWnHoOYhcaM8xOQAXkPiJh0YErM5Pn8TvpC4UTg2m83bFVqEMRUcDodPlUsiPaDKtcpDFDecLtfnb0KZeJch1ZkA40jcBIDEjcKx2WxDNW5EBpepqGItQaQ+HjHDwFQZYLyaxI3CMRgMYJzK8x+vJU9dAEjcKBin0+nxzoyMuRkUO7Q0lUbQapRi6e3tBVNpwRgHxuvQ09ObaJOIGGIwGAFeCwAkboJA4kbBiJ4Z8tykBwwMgVWM53VallIevb29YLyncSJTZcBg6KOaRgpFEAQYDH1gorhR6TAwMECtVfxA4kbBeD0zozw3nhgcEjfKguOCCxcSNsrDZrPBbDaDqXQAPIOdIAgUh6FQLBYL7HY7OJUoZj3Xnbw3o6E6NwpGVPPjy8ZiwZJy5GTpYDRZcWhvExr6TpC4URwMo3oveKF1KSXS2+tZguK84sYz6PX09CA/Pz9hdhGxQYynYipxWUrnfb2oqChRZiUlJG4UjM1mw/jx47H8nMVQZekBAAW5epy79Aw4DQ0kbhRGKMcMeW6UR09PD4AhUSOKHFH0EMpCvK6iqKHrHRhallIwDocDc+bMwcjLzBiHOXPmkLhRGKHEC4kb5TFS3Ij/dnd3J8wmInYMeW58l6VI3IyGxI2CsdvtyMvLGz2lZxxyc3MpCC2doFUpRRJI3NBgp0y8npthMVbDXyeGIHGjYBwOh7cGxnAYYzAYDOS5URzBsqUIJSKKG07tO9iJrxPKYkjMDl5vnsRNICjmRsHY7XZUV1ejZOIcn9cFMFRXV2PhwoUJsoyIDQIADmXFOZg5pdgbQH6svhMnGhJtGxELhmbyYswNeW6UjLcaNV3vkJDnRsHY7XY0NTXh6z3V6DGY4XS60WMwY/veGjQ1NZHnRoGMKxuLsxdNQkGuHiqeQ0GuHssWTsK4sjGJNo2IAd4YjMEZPDg1wHga7BTKSM8NeA3AOLrefiDPjYIR69y0dPSia3ed93WH0VMTgcSNshAEAXPmzBz1OmPAnNkz0FR/JAFWEbGkp6cHjNeADdayYoyBqahKsVLxFGxUgw32Cxy63rQMORLy3CgYUdyMrFBM7ReUiSAIyMvJ8bstNyebOoIrkL6+viGvzSCM16Gvr5eutwLxiNkMn9cYn4Genh663iMgcaNghioUj3DQcSRulIjbLaDP2O93m8FogiAI9ABUEC6Xy9NEcbCgmwin0sHhcMBisSTIMiIWDF1vXzErXm+z2Zwgy5ITEjcKZshz4ytuRJcmiRtlIQhuVNfUjipSLAhA9bHjAOBppEooApPJI1hHeW4GxQ51B1cWRqPRc71VI6/3UFVqYggSNwomUG8pDC5LWa3WOFtExBKXy4Xm1jbsPNjoE0C+82AjmlvaAZC4URJi/6iRnhuxqSL1l1IWIzPjRESxQ2LWFwooVjCiW5px/j035LZWFk6nE5yKQ0unES2dIwY2xnn3UavVCbCOkBtRvIwfNx7zzxrqHXf4QBfqu2tI3CiMkQX8RKiQn39I3CiYIXHjO5iJf5O4UQ5ut9sTTxOgxQIbFDculyueZhExpL+/39M77uwzwWcM7x23CI6eozCZTAm2kJATb5PUUcuQ5LnxBy1LKRhvgNnIgGJe7budSHm8omVEZpyXYZ4bQhmYTCZP77gR15zjVJgzZw76+/0HlxOpyVBfqREBxTyJG3+QuFEwAwMDAADGa3xeZ4wD41QkbhSE2CdM9NCMYvB16iemHEwmE/Ly8kaVegDn6R1HnhtlYTB46pOJMVUi5LnxD4kbBWMymcA4lf8Bj1PTw09BeAsyjgweH0QcAEncKAez2ewZ0LgR9zfjYTAYaPKiMAJ5bkSxI4ofwgOJGwVjMpk85bn9wHgNua0VhFfcBPTc8L77ESmP2WxGdXU1Rj/GOVRXV1NMncLwZseN8NyAUwGMI3EzAhI3CsZgMIJxWr/bGK+FyWSiAFOFIIqWkTWNRMTy/CRulIPFYkFTUxN2VNb7pP7vONiIpqYm8twoDIPB4PHEcyMrzjMwXkfiZgSULaVQPBVKzeAz/ZfjZ7wWgiDAZDIhNzc3ztYRcuOtWTQyeFxk8HWqbaQcxGvZ0mVCW99Q7zjB7QkapyKdyqK/vx8Y6bUZxOOJpzCD4ZDnRqEECj4ToSA0ZeGtRh0i5oYGPOUQqAK5ZwmSkZBVGP39/aOSQ0QYr4HZPECe+GGQuFEoYinukdUsRajwk7LwDmQBlqXIc6M8AlUgZ4yBcTwtQSoIl8sFi8USRNx4PPFihixBy1KKpbu7GwDAqf2LG25Q9Ij7EalNoGrUIuLrFIehHBwOB8AYxpXkYeaUYm+F4mP1naitJXGjJLxlPbhA4maodllOjv9QhHSDxI1CCe25IXGjJESPDOMDiRu1z35E6mO32zF+/EScvWiS97WCXD2WLZyEgcbxsNspW0opDNUsC9A6ZVD0UHmPIWhZSqG0t3saJXLqTL/bxdc7OjriZhMRO4aqUQd6+JHnRmk4HA7MnTtv1OuMAXPnzKFq1ArCu9wU4P4WPbO0LDUEeW4UiihamDoTZcU5o9zWze2ewDNRBBGpjShaRvYRExFfJ3GjHJxOJ3Lz/Gc65ubmUsFGBRGoT6CI6NEhz+wQSeW5qa+vxxlnnIE33njD+1pNTQ3WrFmDRYsW4cILL8QLL7yQQAtTh/b2djBOhXFjinH2okkoyNVDxXNet/W40nwwVQba2toSbSohAyHFDU/NUpWG0+mEweC/87eh30SeGwURKqZO9MzS/T1E0ogbh8OBBx980Gdm2dvbi/Xr12Py5Mn417/+hXvvvRfPPfcc/vWvfyXQ0uRHEAQ0NTWBqbMwa2rJqO2MATOnFIPTZKGjo4NmeArAK24Crsl7Xie3tXJwOp04UlMLQfB9XRCA6ppaOJ2UFqwUhjLjVCgrzsFFS8px7Yq5uGhJOcqKc7yTGhI3QyTNstTvf/97ZGb6xof84x//gEajwaZNm6BSqVBeXo7Gxkb88Y9/xOrVqxNkafLT29sLq9UKVbZnKcofOZk6cJpsOMydaGtrw4QJE+JsJSEnIdfkqRO84nA6nWhpacPOg42eZedMHYwDg8vOre3gnTRpUQqiuBk3ttRvALlzoB11zVSBfDhJ4bnZs2cPXnvtNfziF7/weX3v3r2oqKiASjWkwZYtW4b6+nrK8glCU1MTAIDT5sBo8r8GaxywgtPk+OxPpC6hPDeM8QDjyXOjIJxOJ8A4tHQasXV3Hd7eegRbd9ehpdMIxjgq6KYgRHEze8akUdsYA2ZPn+izH5EEnhuj0YiHH34Yjz/+OMaOHeuzra2tDTNmzPB5raTEs8zS0tKCwsJCSecUBEHRM9jjx48DADhtLo7Vd2LZwklgbGi7IADH6jvBaT3BiCdOnMDChQsTYSohE0ajEYzjvZWI/cF4Nfr7+xX9208nPOLGf90TgIPb7YbJZAI3sms4kXKIKd65OVl+t+dke1Y9zGazou9vQRDAhg9mQUi4uNm0aRMWLVqEa665ZtQ2q9UKjcb35tVqPe0EolGoDocDNTU1kt+f7Bw6dAiAR9y0dBr9uq1bOo3gtHkAgKqqKsyZMyeBFhPR0tvb612S8pcd19JpBOM0MBqNiv7tpxMOhwPQBHjQD3aHP3LkiI/nm0hNWlpaAADGfguKMkZnyBkHPB76trY2xd/fIzVBIBL6q3/rrbewd+9evPvuu36363S6UWuIoqjR6/WSz6tWqzFt2jTJ7092Xn75ZYBx4DTZAICWTiNaOkdnVTCVDozXore3F7Nnz463mYSMOJ1OME6DsuIcv2vyOw824niDGjabka61AhAEAS6XC3wATx0bFDfl5eVRPSuJ5ODw4cMAgJqTLVhePGaUJ/5onSfrNScnR9H394kTJ8LeN6Hi5l//+he6u7tx4YUX+rz+05/+FC+88ALKyspGFZkT/y4tLZV8XsaYYm94h8OBxsZGcNo87wMuEIwxcLo8tLa2AohOMBKJxWw2AyqPx2YkYnbciX0aOBwOqFSqsGc/RHLiTfMOdI8Pvq5Wq+m+VgDi0mJrhyGAJ36wUbKCxzYAYS9JAQkWN7/+9a9HFR269NJL8YMf/ABXXnkl3n//fbz66queGQrvmaHs2LEDU6ZMkRxvo3ROnToFh8MBdVZBWPvzugK4BtpRV1eH+fPnx9g6IhbY7XY4HA7wGk3Q7Dgx2HhgYIDETYojerQDxlgNNtOkMg/KYKhmEefXEy9OZCmIfIiERpqVlpZi0qRJPv8BQGFhIcaNG4fVq1fDZDJh48aNOHHiBN544w28+OKLuOOOOxJpdlJTW1sLwCNawoEb3O/YsWMxs4mILU6nE5deeinGjx8fNDuOUf8ZxeBdrucCLUvxvvsRKY1XtATyXAyKGyrcOERSh9EXFhbiT3/6E+rr67Fq1Sr84Q9/wMMPP4xVq1Yl2rSk5ejRowAALqMorP35wf3E9xGph8PhQGFhIZafswQ9Bovfom7H6jt9PDdEauMVLYE8N4OvU2qwMnC73Z7/CRhq4BE9wsibP41JujD6kR6EBQsW4LXXXkuQNalHTU0NGK/xBhOHglNngKkzUVNTE1GaHZE8eJcoOB4FuRkBs+PAk+dGKXi7wAcoxy++TuJGGXjFDQI9n9mI/YikEzeEdHp7e9Ha2go+q8xHpARKDRbhM4pgNDaiubkZ48ePT4TpRBQMj7/IydQFzo6jZSnFEErcUK8hZSGKloCTT0biZiQkbhREVVUVAEClH+onFSw1WBwAeX0JnMZGVFVVkbhJQbxBoxwP44A1cJ2bQc8NLUulPl7REsJzo+SCbulE6OUmEjcjSeqYGyIyxFoI/DBxEyw1WESVWeLzfiK1ED03Ajj0GCx+u8CXFed4Y27Ic5P6iNdQ9MaNRBSyJG6UQahlKdGhQzE3Q5C4URAHDx4E49XgdHne14KlBoswdRaYKgOHDh2imyMFsVqt6O7uxo4DJ1CQmzFquyhmaVlKOYjet4C9xKgLvKIgz03kkLhRCB0dHWhpaQGfUeJTvC9YarAIYwx8Zin6+vrQ2NgYc1sJedm9ezc++ugjtHYNhKhzQ8tSSiGU50YMHu/v74+XSUQMGcqWCh5QTJPTIUjcKITKykoAAJ85xuf1Y/WdAVODh6MafJ94HCJ1EAcwxmuC17mhAU8xGI2eeDmm0vrdzvGe1+laK4Mh0RKoIjWJm5GQuFEIBw4cAACosnzFjdg4s8dghtPpRo/B7BNMLCKKov3798fHYEI2vLN4XhNczHJqAIwGPAXgFTd8oJgbj7gxGAxxs4mIHUOem+D7UYXiIShbSgG4XC4cOHAAnDoLTJ01anug1ODhcCodOG0+DldVwWq1Qqfzv7xBJB/9/f2e4l5MFbQLPGMMjNeQuFEAfX19ADzNb/3CawDGSNwohCHRQqng4ULiRgEcO3YMAwMDUOdPj6oInyprLOzd1aiqqsLixYtltJCIJUajEYzXeq99MDHLeC2MRhI3qU5vby8Yp/IGDo/EI2R16O3tjbNlRCwIWecG1FtqJLQspQD27t0LAFBljo3qOHyW5/179uyJ2iYifnjETXiNMD2eGyOtzac4vb29AB/cu8pUOvT09MTJIiKWDPWW8j9ke0QPI3EzDBI3CmDPnj1gHA8+syT0zkHgMwrBeA327NlDg1+K4HK5YDKZvDEWoWC8Fi6Xi+qfpDAulwu9vb3g1KPT/ofDVBmwWq10rRWAt1BnwN5Sns7g1DhzCBI3KU5nZycaGhrA6UsDl2IPE8Y48Jlj0dnZiVOnTslkIRFL+vv7PT3BAsVejEDcj2IxUpe+vj643W4wVXBxw6n0AIDu7u54mEXEkCGPTJAhm8SNDyRuUhzvklRWmSzHE4+ze/duWY5HxBZvYOkwz01ZcQ4uWlKOa1fMxUVLylFWnOPdJu5HsRipS1dXFwCADYqXQLBBz05nZ2fQ/Yjkx263A4wLHlPJ8UPd4gkSN6mOKEJUWdHF24h4jsO8oolIbkZmzYi9xPy1Xxi+n/g+IvUQxQ2nDi5uxO3i/kTqYrPZQnvmGUfiZhgkblIYq9WKgwcPgtPmgVNnynJMxmvA64tQU1PjraVBJC9iwKgoWkL1EhOXMshzk7qInhgWQtyInh3y3KQ+NpsNYHzQfRhTebvFEyRuUpra2lo4HA7ZlqREVFnjIAgC9u3bJ+txCfkR4ynE+IpQvcS4QXFDcRipS0dHBwCEnNCI28X9idTFYrGE9txwqqFu8QSJm1TGarVi/PjxUGXLK27ElHBamkp+hjw3HtESqpeYGIdB4iZ1CVfceDw7jDw3CsBsNg9WGA8M49Sw2WyUDj4IiZsURRAENDe3YO68heB0BbIem9PkgFNnYd++fRR9n+SIA5cYXxGql5hHBDGKw0hhOjo6wDh1yNpGjHFg6gy0tbXHyTIiFrhcLlit1pCeG7FDPKX+e6AKxSlKX18fLBYz8orHgTVKj40pK87xlOrP0sFoGirVz2eNxUDvcdTU1GD+/PkyWk7ISUdHBxg/NNAFa78ADA147e004KUqc+fOhRM69IWxL6fORHd3F1wuF3g+eMwGkZwM9Y4LXstqeGPc7OzsmNuV7JC4SVFaWloAACa754EVSKQE2yZm1oiImTU7DzbilKkMjt7j2LdvH4mbJKa9vR1M5bs8EaqXGKfORFcXDXipiN1uR3Z2Ns47/zzsq0fInnFMnQmXuRNdXV0oLS2Nk5WEnAw1SQ0lbrTe/cvK5A1VSEVoWSpFaW1thSAAx5utQdN/g20LllnD64vBOJ6CipOY/v5+mM3miDPlmDoTbrebYjFSkIGBAQAAx2u892+wukYUVJz6iAU3mSp8cUOQuElJ7HY7jh49iu17DqO12xJUpATbFiyzhnEqcBklaGhooODTJKW5uRkAwGkjc0Fzmmyf9xOpw9AShQY5mbqQdY1EcUPLkKmLWLYhVEVqcTv1E/NA4iYF2bdvH7Zs2YK2wQr6wURKsG2hMmvEwoCVlZXRGUzEhKamJgCeAPBIEPcncZN6iJ4bcGoYB6yh6xqRuEl5RLHChSluqIaVBxI3KciBAwcADImPYCIl2LZQmTV85hif8xHJhShOmEaa50YUR0TqIIobxqlxrL4zdF0jWpZKeYbabYToJUbtNnwgcZOCVFZWgvEacLp8AMHTf4NtEzNregxmOJ1u9BjM2Hmw0RukyGmywdR6VFZWUpfwJKShoQEAwGtzI3ofp8kGGENjY2MMrCJiidFoRHd3N3YebkZLpzGMukaeWjckblIX0esWsq7RYCFPutYeKFsqxejs7ERraytUWePAmEebhkr/DbYtWGYNYwy8vgQGQwNOnTqFSZMm+d2PSAz19fVgan3IeicjYRwPTpOD+voGT0fxYM34iKTijTfeQOOpZmTNXA3AM0lZtnAShl9Cn7pGjANT69HeTgNeqtLe3u6pcROqrhHHg6mozIMIiZsU4/DhwwAAPtM3rTOYSAmVGhwMlb4UTkMDDh06ROImiejv70d3dzd4ia03OG0eLMZGtLe3Y8yYMTJbR8SKjo4ObxwNEHpiA3gKPFKtm9REEAS0traCqbPCmoRw6ix0dHTA4XBArQ5e0Vjp0LJUiuEVN/qSuJyPzyzxOS+RHNTV1QEA+MGlyUgR3yceh0h+TCaT39T/lk4jtu6uw9tbj2Dr7rpRExkx9Z+yHlOP3t5eWCwWb5xcKDhtNtxuN9ra2mJsWfJDnpsUo7q62hNvE2GchUiwYn/+4NSZYOpMVFdX0xJGEnHs2DEAAO+n9UY415jL8LyvtrYW5557buwNJqIm3G7gI+GGxWKUlMRnUkTIw1C5h/AyIodnQk6YMCFmdqUC5LlJIXp7e9HS0gIuo0iSyAhVEyMQfEYRDAYDWltbpZpOyIwobriMQp/Xw73GHlHEvMchkp9ADTODFfEDhtLBKdA09RCD/sOdzIr7UbIAiZuU4ujRowAAPmN0bQsg9EMuVE2MQPB6z/bq6mopZhMyIwgCjh07BqbOBKfyTQUO9xozTgVOm4fjx49Tc9QUwZ/nJhwxK4ohShFOPcSMyEjFjfi+dIbETQrhXYrQF47aFs5DLlRNjEDwg94BmuUnB6dPn4bRaPSKzuFEco15fRHsdjtOnDghu42E/Ax1gB/y3IQjZsWO8SRuUo/6+nqAcWHH3DBVBhiv8bwvzSFxk0J4xAXzG2cRzkMuVE2MQHDaXDBOReImSRCDu1V+gsojucZiUDoFi6cG4rLScM9NOGKWkbhJSZxOJ+rr68Fp87xlP0LBGAOny0dLSwvMZnOMLUxuSNykCC6XC8ePH/cKjZGE85DzV9AvS69FbrYu4FIW4KmVweny0dDQAKs1uBAiYk9VVRUA/xlzoapOD4fETWrR2dkJMA6MH7qnwxGzjFOB8VoSNynGqVOn4HA4/E5mg8HrCiAIQtpnQoadLbVnz56IDlxRURGxMURgmpubYbPZoM4d53e70WRFQe7oLArjgNUne8YtuMEEBrdbAMcxMAA859G44lLW8CrFIpyuAC5zJxoaGjBr1izZPx8RHi6XCwcPHgQbzGIbSTh1T0Q4lRacNg9HjhyB3W6HRhNZMUAivnR2dYGp9D7JBKGK+IkwtR6dnZ2U8ZhCHD9+HADAZ0QmbrhBMXT8+HHMnz9fdrtShbDFzdq1a8O6KcSbp6amJirDCF/EuAguw39dk0APuR6DBWcv8i2+JwjAnqpTmDmlGBzne03FpayRgyGvy4cDnhuGxE3iqKurQ39/P9R55QHvx0iKNqqyxsDefRRHjhzBGWecIaephIw4nU709vSAG5FMEK6Y5dSZsPb3wmQyITs7sl5kRGIQx9CRGZGh4DOKAAwloKQrYYubv/3tb7G0gwiBKG4CuSgDPeSCxeJEFHw6eF4KPk0s+/btAwDwmWN9Xo+0fpEInzkW6D6K/fv3k7hJYrq6ujwTxwDeulDXWuw71NnZSeImRaipqfHUNNOEV+NGhFNngKkzUVNTk9aeurDFzZIlS2JpBxGCkydPAmDgtHkB9/H3kKuY77+QU06mLuhS1kiYJhuMUw3aQSSKvXv3AoxBlTkUbyNmyokEW14cCZ9RBMapsHfvXtx2220xs5uIjqFMqcgK+IkMTwefOnWqbHYRsUGsacZnjpUkTviMIvT1NaK1tRVlZdJatKQ6YYubP/zhD2EflDGGe+65R5JBxGjcbjdOnjwJTpsDxkXWGyaYgAl3vR4YjMLX5uH06dPUtyRB9Pb2ora2Fry+1KdZZjDvXMgZPceDzxyDpqYmNDc3Y9w4/zFdRGLxlwYeCWLGFBXySw2OHDkCYKj9TaTw+mI4jY04fPgwiZtQkLhJHB0dHbBYLFDlRP5DDyZgIgk+BQBOlw+HpQuNjY2YNm2a1I9DSGT37t0AAFW2rwCRWr9IRJU1Ds7+JuzatQvf/OY3ozOSiAn+0sAjgaMqxSmFmBHpr9xDOKj0JbANHueyyy6T0bLUIWxxk+7BSYlEXAqS0iQxlICJJPiU0+UB8FS/JHETf3bu3AlgtLiJZHnRH6qsMgAMO3fuJHGTpARqvRAu5LlJLQ4ePAjGqcFJbIzLNNlgqgwcOnQobeNuEt44s7u7G8888wy2bdsGm82GiooKPPzww97Bs6amBk899RSqqqqQl5eHtWvXpl1sgChugv3QgwWURiJggh3vtCXfxx4ifgwMDKCyshKcLn/UABfJ8qI/mEoLXl+Mo0ePoqenBwUFkaWeErGnvb0dwFBgcKQwXgvGqUjcpADd3d1oamoCn1UWdvG+kTDGwOtL0NPTiKamprRsohm2uFm3bh1++tOfory8HOvWrQu6L2MML774YljHveuuu8BxHP74xz9Cr9fjueeewy233IKPP/4YVqsV69evx8qVK7F582ZUVlZi8+bNyMvLw+rVq8M1PeURS2nzAYKJowkojeR4gtuF2gZG4iYB7Nq1C06nE5r80Q+pSJYXA4lgVc4E2Mwd2L59O66++up4fCQiAtrb2z01biKMuRNhjIGpM9HW1iazZYTcHDx4EACgyhwT1XFUmWPgNDaisrIyLcVN2LJQGFb2VBCEoP+53e6wjtnb24vx48fjiSeewPz581FeXo67774bnZ2dOH78OP7xj39Ao9Fg06ZNKC8vx+rVq3HLLbfgj3/8Y+SfNIU5efIkmFoPptL63S61IWYgAh1vVvkYcNocnDxZ7/N7IGLP119/DQBQ5/h/SLV0GrF1dx3e3nrEWwJgZNXpYP3HVNkTADB89dVX8fpIRJi4XC50dnZKXpISYepMmEwmDAwMyGQZEQsOHDgAAOAzS6M6jvh+8XjpRtiem5deesnv/0dDfn4+fvvb33r/7urqwgsvvIAxY8Zg2rRp+P3vf4+KigqoVENmLlu2DP/zP/+D7u5uFBZGVtwoFTEajejq6gKfFTjiPVhAaaj6J/62Bzsep82DxdiI9vZ2jBkT3cyCCA+TyYT9+/eD0+aHbKAXzIsXKquK1xejuro6be6tVKGjowNutxsqTZbf7eHWOOLUWXABaG1tpZi5JMXtdmPf/v1gan3E9W1Gwqn14LS5OHToUFpmuEYVc1NfX4+dO3fCaDSisLAQS5culez++vGPf+z11PzXf/0X9Ho92traMGPGDJ/9Sko80eMtLS2SH8CCIKRMU7Hq6moAwYOJAwWUMg5Bl6sCLj8F8MoYB6zgdflwGhtx5MgR5OREd/MR4fH555/D6XRCWzAp5L7RFG1U5UyCzdyBTz/9lJamkoiGhgYAAOdH3ESyJC2+v7GxMW3Tg5Oduro69BuNUOdNlSUImM8cA1vPMezfv18RrRgiCY6WJG6sVit+/OMf4/333/dZguI4Dtdffz02bdoEjossEOq73/0ubrzxRvzf//0f7rnnHrzyyiuwWq2j+t1otZ6lGZvNJsV0AIDD4UiZ9hBihkyw5mmBAko9naN8GT5TDzQQugUBgsD8Bqhyg31O9uzZg7y8PGkfioiIjz76CACgCrAkNZxgAiZUVpU6Zzxs7fvw6aefory8PAqLCTmprKwE4PG8jCSSGkeiuDl8+DDdu0nKF198AWB0BXKpqLLGwtFzDJ9++qnPCkgqE24PPEmf9te//jU+/vhjPProo7j00ktRUFCArq4uvPfee/j973+P4uJi3HvvvREdU3STPvHEE6isrMTLL78MnU4Hu93us58oavR6aVkDAKBWq1PGLfvBBx8AGGqG5o9AAaUV8yeA8yNwxJl6oIFQcAM7q/wHqPJajwfJYDBg9uzZ0X48IgQ9PT1oaGgAn1EcVsxFNEUbGa8FnzkGLS0tyM3Npdl9kiDWN/K3JBlJjSPx/S6Xi+7dJOXll18erEAuz5I/n1EMxqnQ2NioiGseSfsfSeLmgw8+wH333eeTNVVWVobvfe97ADwxOeGIm+7ubuzYsQNXXHEFeN6TBcBxHMrLy9HR0YExY8aMSl0U/y4tlR5sxRiLShzFk7q6OjBVBjh1RtD9/KV7h5qpB9seKH2c8WpwmhzU1Z2ETqeL2ENHRMaHH34IQRCgyp0cVmxFtEUb1bmT4TK1YOfOnVizZk28PiYRBG+NGz/iJqIWKupMgHFob29PmedfOmEwGFBXV+cRJLw88TGM48HrS9HS0gyj0ZjycZKRLNVJGpksFkvA/iQLFiyAyWQK6zgdHR144IEHvDMTwLNkVF1djfLyclRUVGDfvn1wuVze7Tt27MCUKVPSIuCxq6sL3d3d4CPsCityrL4TI8Nnhs/UQ20PBJdRCIvFjNOnT0uyiwifzz77DGA8Jk2bFzDTaTiigOkxmOF0utFjMPvEXwzPqtq6u26UOFJllYFxanz22WdhZz0SseX06SYwVYbfAS+Se5gxDpw6C01NTbEylYiCffv2eSYyQZJHAE+c1UVLykdlQwaCz/Ycb8+ePbLZmgpIEjcrV67EK6+84nfbe++9h/PPPz+s48yaNQvLly/H5s2bsXfvXtTW1uKRRx6B0WjELbfcgtWrV8NkMmHjxo04ceIE3njjDbz44ou44447pJidcohVocUW9pESzkAXbHsgRHuoanVsqa+vR2NjI1RZZZhVPvqBFyjdP5SACQbjVFBlT0BnZ6e3vw2ROGw2Gzo62gNmzkR6D3PaHPT398NgMMTSbEIC3vYqQcRNsHIOgVBllvkcP12Q1FuqqKgI//73v3HNNdfgsssuQ1FREYxGI7Zt24aqqircddddYR2TMYbf/e53+M1vfoMf/vCH6O/vx+LFi/H3v//du97/pz/9CU899RRWrVqF4uJiPPzww1i1alWEHzM1EYOepYobAN6HnLicIQ6G0VQv5vUee6qrq9O2b0k8+OSTTwB4loqi7R8VCaq8yXAYTuKzzz5TRIZFKtPc3AxBEMBpw8hMDMNjL4qkU6dO0bVNIhwOh6fcgyY76LWW0iSXU2eA0xXg8OHDMJvNabMkGVXjzOPHj+P48eOjXn/22We98TehyM7OxqZNm7Bp0ya/2xcsWIDXXnstXDMVxeHDh8E4HlyGtP4igPzViwHPA5LxWm9zN0J+HA4Htm79HEylA581Nur+UZHgCV7OwrZt2/C9730PGRnB472I2OFNA9fm+t0e6f0tHqexsZHETRJRVVUFi8UCdcHMoPtJneSosspg7+rBgQMHcO6550q2M5WgxplJSn9/PxoaGsDpS8CYtJLrgDSlHwpP35JidHQ0oaOjw1t7iJCPffv2ob/fCHXBTDDGBQwU7jFYcNGS8pAF3MIt9AZ4rq8qdzJsXVXYsWMHVqxYEauPSYSgsbERQODWK5He38Ob3xLJw9CS1Lig+0md5Kiyx8HeVYXdu3enjbiJaaqLmHJIa/eRc/jwYQiCAF5iy3uRWC1niHaJfVAIeRlakpoCwH9sRd3pbkybWBhy/V3KOr06z3Pejz/+OEafkAiHUJ6bSO9vTpMNMI7ETRIhCAJ27doFxmu8S/6BkJwEos0DU+uxZ88enwQdJRPzPF7qQSSN/fv3A4i+eZrR5F/RR7ucIdol2knIR09PD/bs2QNOVwB+cKYNjA4ULsgdvVzkL8hYSu8xTp0JPrMUVVVVaGlpkf5hCMkIguApBaHOCpgaHOn9zRgHTpuLhoaGtBnkkp2GhgZ0dnaCzxwbsgu41CQQxhhUWePQ39+fNqswVKQkCREEwdNfhNcGLd4XDlKVfiiYJhucOhMHDlTSQ1JmxDRsdZ7/cgsi4c7apXrv1HmeKsWiF4mILz09PTAYDEFbr0i5v3ldPmw2G5qbm+UylYiCXbt2AfAsHYWD1GxIMQtLrHqvdEjcJCGnTp1CV2cn+MwxUfcXkar0Q8EYA585FgMDprSZCcQDQRDw0ccfg3EqqHOC95IKd9Yu1XunyhoHxmvwySefkIBNALW1tQDCq04eyf0tHs9fMggRf3bt2gUwDiqZWi4Egs8sAePU2LVrV1qsqCij2YTCEJV1uEo+FFLSvcNBlT0Ojr4T2LVrF+bOnSv78dORqqoqtLa0QJU7JWSV0nCDjHsMFuTn6AO2XQgE43iociajt7cWe/bswbJly6L5aESEiOKGzygIGhAe6f0tFgU9duwYLr74YvkNJ8Kmq6sLJ06c8Exkw6xKHElywHAY48FnjkFr62k0NTVJbnKdKpDnJgnZuXNnXJR8tPB6z0xg586daTETiAdbtmwBAGjyQjeuDDfIuHxCIepOd0vy3qnzy33sIuKHR9wwTJg4JWhAeKQVazltLhjH49ixY3H4FEQwvFlSYU5kpSQHDEc8TzosTZHnJsno6OiIWMmHQqrSDwXjePBZY9HaegqNjY2YPHly9MamMf39/fh6+3Zw2lxwg7PrUNdu5Kz9oiWjRRFjQEFuBrburovYJl6bCy6jCPv27UNnZyeKiwMHIRPy4XA4cPToUXDaPMwqHz3JGR4QHmkdK8Y4cLpC1NfXp1VRt2TEG28TIgVcJNrSHqqsMoAx7Nq1CzfccENkxqYY5LlJMr766isAgDpnoizHi1bph0KV7XFtbtu2TZbjpTOffvopnA4H1HlTwRiTdO0iCR4Od8avySv3xAJ99JG0D0ZETF1dHex2O3h9cdBrKiUTDgB4fTEEQfBWQSfij9lsxsGDB8HpCsCpwxOY0Zb2YLwGfEYJamtr0dvbG7atqQiJmyRj27ZtniWp7PGyHE/qwy9cVFljwTgVtm3bRktTUSAIAj7497/BON5b2ybUtfMnTsINHo5EOKlyJoDxGmzZsgVOpzPaj0qEwaFDhwB4REiwayp1sOP1nt/Q4cOHo7CSiAaxKXQksZVylPZQZY+DIAiK7zUVU3HDGENFRQUyMzNjeRrF0NTUNGxJSiPLMWPdk4hxKvBZ49Da2krZF1Fw6NAhtLa0gM+e6L32wa5dIHHSY7CElRociehlnAqq3Mno7e1V/AMxWaisrAQAqDJLgqZ7Sx3s+IwigPE4cOCAHOYSEoh0SQqQp7RHusTdhB1z89Zbb0V04Ouuuw4cx+Gll16K1Ka0ZevWrQA8jRLlIh49idS5k+E0NmLr1q2YMWOGbMdNJz744AMAgCZ/mve1YNcukDgpyM3AzoONnjidTB2MA/5jrCIVveq8aXD01OKDDz7AOeecE/bnIiLHarWipqYGnK4AjNd6A8cDXVN/GXOhM+FU4PVFOHnyJAwGA3Jz/VdAJmKD0+n0FOpUZwWsPu2PUL+FcODUmeC0+ag8eBAWi0WxvePCFjePPvpo2AdljOG6666TYk/a4na7sXXrVjBeHbTlfaQESheOtojfcPjMUjBVBr744kvceuutUKvlCYROF7q6urBz507P2vuwmibBrl3FfP9pnDmZOp8gYzEguWL+BJ+A5EhFL6/NAa8vxcGDB3H69GnFp5EmkgMHDsDpdEKTNxRIHCjdO5rBTpU5Fq6Bduzdu5dSwuNMVVUVzGbzYO+4yGqZyVHaQ+w1tX//fsX2mgpb3Hz66aextCPtOXz4MDo7Oz3BpFz0SWzDs2wEQYBbECC4IUnph4IxDqqcSejvOYq9e/fi7LPPlu3Y6cCHH34It9sNXf50nwddsIErHHESrGO0FNGrLpgOl7kdH3zwAe64444oPzURiHCbKIpIHexU2eNg66jErl27SNzEmUirEsuNKG527dpF4mbcuPAvAgWWRo7YoHDSzLMwZ1boLs/BGDmoAYAgMOysir4ycSDUeVPg6DmKjz76iMRNBDgcDnz44YdgvBYqPxlygQaucMRJsLiarbvrIp7xq7LKwKn1+OTTT7F27VpKIY4BTqcTu3btBlNlgAvSdkEOOE02OG0O9u/fD6vVCp1Onjg8IjiCIGDHjh1gvNYT+5QAPI00M7F79x44nU6oVMqrCiP5E73//vvYvXs3HA6HV8wIggCz2YzKykp8+eWXshmpdEwmE77evh0TpszEuUsWeQcsfzUrwqlZE20tBCnwg7VZ9u3bh+7ubhQWFsbkPErjyy+/hMFggKZwNhjHB9135LWvO92NgtyMgOIkVFxNpDN+xjio8qbD2nkQn3zyCb7xjW+E/V4iPA4ePIj+fiPUBTOibr0SDqrsCbB1HcGePXtw3nnnxfx8hCfNv7u7G6rcySEbZcYKsZHmQG8tjhw5goULFybEjlgiSdz84Q9/wB/+8AdkZ2fD6XRCrVZDpVKhp6cHHMcpvjiQ3Hz++edwOhxYcNZyjHyeDRclwZYZIhnUYoU6bypsrd345JNPcOONN8b0XEpAEAS8/fbbAGNQ508Puq+/a5+fo/dee3+xNbEIJtfkT4Wj+wjeeecdXHXVVeD54IKMiAxxUhiqr5hcqHMmwd51BF988QWJmzixY8cOAJCt3IdUVNnj4Oitxc6dOxUpbiTJxjfffBPf+MY3sHv3btxyyy246KKLsH37drz++uvIy8vD9OnBH9TEEIIg4MMPPwQYh7ziwEGiQPjpu3LUQgAiL+uuzpkIxqmxZcsWarQYBocPH0Z9fT1U2RNDFvEKdu2jTQuPBM/y2WS0t7dTWrjMmM1mfP311+A0WUGbZcoJp80Bp8vH3r17FV/ULVnYsWOHp7xC5piE2sHri8F4LXbs2KHIUBJJ4qa9vR3XXnstGGOYO3eut1bCvHnzcOedd+Kf//ynrEYqmWPHjqGxsRGq7PHoNzv87iOKknA9MnLUQpBSHZdxaqhyJqGzs5PqZ4SBWF5BUxA6fV5KlVoxLVzujvCivZGWhyCC88UXX8Bms0GVO9XvklSkk41wUedNhcvlwmeffSbL8YjANDc34/Tp055aZjIkjkQDYxz4rDJ0d3crskaZJHGj1+u9N9/kyZPR1NQEq9UzAM+ePRtNTU3yWahw/v3vfwMA1HnlIUVJMI/M8AffzCnFPo0SXW43BEFAxfwJox6KgR6YUisbi40WP/zww/C+gDSlsbERe/bsAa8v9nZpDobUKrUtnUZs3V2Ht7cewdbddbLEXHHaHKiyxqG6uhpHjx6N+niEx4O7ZcsWzxJl3pRR22PZRkWdMwmMU2HLli1wu91RH48IzPbt2wEkfklKRD1oh2iXkpAkbubPn48333wTADBx4kTwPO/9curq6qDRyFNdV+n09/fjy23bwGlywOtL/HZ5Hj7TDiR+egyWUQ++8gmFOFbfiT1Vp8FzHDiOjXooBntgSi7rrssHpyvE7t270dXVJcv3pETE+0dTMDus/WNRpTYa1IWzAABvvPFGzM6RTlRVVaGurg6qrPHgVKOLqsWyjQrjNVDlTERrayv27NkT9fGIwGzfvt3TXkfGWmbR4PEgqbF9+3bFLU1J8ovdeeedWL9+Pfr7+/Hf//3f+MY3voFHH30US5cuxVdffYWVK1fKbaciERslakvneT1hwTJYAtU9ifTBF862aIJRNfnlsLZ2Y8uWLfjOd74Tcv90o6urC59//jk4bS74rNEdn/0hV5VauTrE8xlF4DIKsXPnTjQ1NWH8+OSYiaYqXrE7KBpHEuskAXXBLDj6TuKNN97A0qVLZTkm4Ut7e/tge52xsrXXiRbG8eCzxqK19RQaGhowZcpor2GqIkncVFRU4PXXX8exY8cAAD/5yU/AcRz279+Pyy+/HD/60Y9kNVKJCIKAf//732BsqFFiIEINSMGq1SJANmmobXuqTkuubKzKmQjWUYmPPvoIN954oyJrKETDm2++CZfLBV3JrIjSfYNVHh6eFs44gIGNqkocbrZdODDGoCmcDWvTV3j99dfxwx/+MKL3E0M0NDR4ligzigIuUQabbMghWHltDvisMlRXV6O6uhpz5syR9FmIwHz99dcAAHVOclX3VmVPhNN4Cl9//bWixI2kZamWlhaUl5fj2muvBQBotVo88cQTeP/997Fp0yacOHFCViOVyKFDh9DS0gI+Z2JQFR/OWnuwZQmp20ItkQVDbLTY09NDGTUj6Ovrw4cffghOnQlVrrR0X3+/iXCWIeVe2lBljQOnzcXWzz9HR0eHpGMQwCuvvAIA0BTNDbhPJEvSUmNxtEVzfOwh5OXrr78GGEtYVeJAqLI8wc1fffWVopamJImbiy++GDU1NX63HTp0COvXr4/KqHRADCQe3ijRH+EMSMHiMaRuAzyegmP1nd6gVTHtOBzUeZ7PJX5OwsM777wDu90OdeFsyQW8gv0mgm2Te2nD472ZA7fLhX/961+SjpHu1NXVYceOHR6vTZDU4ECTjYLc0fE5UgWrx4axOHjwIA4fPhzx+4nAtLW1oba2Frx+DBivTbQ5PjBOBT6rDM3NzWhoaEi0ObIR9nrBL37xC/T19QHwLKk8//zzyM8fXR68pqYG2dnZshmoRHp6ejyNErX5IetZhDMghYrHkLotmmUMT6PFElRWVqKlpQVlZckRQJdIjEYj3n3vPTBVRsilyGAE/U0EWWqMRVE/Vc4EcF1V+Oijj/Ctb32LKlNHgCAIeOGFFwAAmuL5IZco/cXjBV2SloC2eD7MA63485//jN/85jfguMRU0FUa27ZtA+CpBZaMqHI8S1NffvmlYpamwhY35eXleP755wF4ZmxVVVWjsqJ4nkd2djbF3ITg448/hsvlgra4POQDLdSANHK9fU/V6VEPwFBBysDQzF6c8bV0GqNu46DOnwaXuQNbtmwhbx6At99+G1aLBdrSM0O2WghGqN9EoG2x6BDPGAdN4RxYW3fh9ddfp4aaEbBr1y4cPnwYqqxxUGWWSjqG3IKVzyiAKncyTpw4gc8//xwrVqyQdBzCl23btgGMT7olKRFV5lgwXo0vv/wS69ati0vrj1gTtri5/vrrcf311wMAVqxYgeeffx6zZvmP7CcC43K5sGXLFjBOHVaJ9WADUijPSjiBhsGOEe0yhip7HJhKi48//gRr1qyBWq0O631KxGg04p133/V4bfLKozpWKJESaFsoD59UVLmTwHUfwYcffojrr7+evDdhYLPZPF4bxkFbukjycWIhWLXFC+Dqb8Jf//pXLF26FJmZmZKPRXhqWnkqkY9PmiypkXiypsajo6MeNTU1iggol+Rz/Oyzz7zCpq6uDpWVlWhsbJTVMKVSWVmJzs5OqHImgfGhB/tggb1SSvKPjJkJdoxo66d4MsGmor/fiJ07d4b1HqXy1ltvwWqxhNUgMxTBfhOhAsFjUdTP472ZC6fTiX/84x9RHy8deO2119DW1gZ1/gxwmtDL+IGKbUYT+B8ITq2HunA2ent78dJLL0k+DuFh69atAABVzuTEGhICde5kAEP2pjqSc3Tfe+89/OIXv/Ap1FZUVIQHHngA1113nRy2KZItW7YAGKrkGw6BlpWklOQfuaQU7BjRpIOLqPOmwt5dgw8//DBtG/P19fXhnXfekcVrIxJqqTHcwU2uujce7001tmzZgm9+85soLZW2zJIONDQ04F9vvAFOnQlt8byQ+4cd+ybjSoKmcBacxlP44IMPcOGFF5KXXiIulwtbt37uKZQYZk0rQL77MhJ4fQk4tR7btn2FDRs2pHwxXsmem4ceegjTpk3D008/jf/93//Fk08+ialTp+JHP/oRPv/8c5nNVAa9vb3YtXs3OF0+eN3oYOxIkVqSP9xjyDEr5DTZ4PUl3tT3dOT111+HzWaDpmhuVF4buXsLyVnSnzEOmqJ5cLlceO2116KyS8k4nU787nfPwe1yQTtmcVj9heTw0EYKYzx0YyogCAJ+99xzsNlsUR0vXTl48CB6ero9tb/CvPdDXdNY9RhjjEGVMwkDAybs2rVLlmMmEkni5r/+679w+eWX4y9/+QtWrVqF8847D6tXr8aLL76Iyy+/HP/zP/8jt52K4NNPP4Xb5ZJt9i6lJD/HMZ8bI1TnaDmWMdSD6e6ffPJJxO9Ndbq7u/H+Bx+AU2f67RkULrEYxGSve5MzEZw2F59++imam5sl26VkXn31VdTVnYA6d2rYM3mpHtpo4fVFUBfMRHNTE1588cWoj5eOiM88de7UsN+TCDErImZxKuFZLUnc1NbWYtWqVX63rVq1iprp+UEQBHz88cdgnCqsQOJwCOZZ8Sd8svRa5GbpRhV/G95kU67O0cNRZY0D4zX45JNP4HK5ZDtuKvDqq6/C6XBAUzQPjEn32kQ7iPmb7cWk7k3xfLjdbioE54ejR4/in//8p2c5qvSMsN8nh4dWKtriBeC0uXj33Xdx4MABWY6ZLhgMBuzYuROcNhdcBJ76RIlZwNMUl88owoEDB1K+MKckcZOfn++teTOS3t7elF+riwXV1dWeisTZ48MKJA6XQJ4Vf8LHYLKg3+zrXmYMKMjNkD3I1OccHA9VzmT09vZi3759sh47mWltbcVHH3/s6aItsRqxSDSDWKDZHhcg3TOqujdZ48DpCvDll1+ivr5e8nGUhslkwi9/+Uu43QK0ZUsjegYksmkq43joypYBjMNvfvNb9Pb2ynLcdOCzzz6D0+GAOi90yY/hJFLMAoA6rxyCIOCjjz6S7ZiJQJK4Ofvss/H73/9+VAxFc3Mz/vM//xPnnnuuLMYpiU8//RSAJ8A2XowUPoEqa8t5YwRCXJIRv4d04JVXXoHb5YKmaL7kasQiwR54odbgA832BAhBlySlwBiDtmQBAODll1+WfBwlIQgCnnvuOXR2dkJTNBcqfUlE74/UQxvtNRwJr8uHtmQRDIY+/OY3v0k776sUBEHAvz/8EIzjvVlI4ZJIMQt4CnMyXoOPPvoITqdTtuPGG0nZUvfffz9Wr16Nyy+/HIsWLUJxcTE6OztRWVmJnJwcPPDAA3LbmdJYrVZs27YNnDoLfEZk7kOpUfP+3heLCrXhwuvywWnzsGvXLhiNRuTkyLNGnKw0Njbiiy++AKfLhyo7+o7ZgeqZiL2FRPxl0gSa7QluYGdVDOreZI4Bry/B7t27cfTo0bTPtHn77bexc+dO8PpSaIqk1Q8JlAEXq9pFI1HnT4fL3IGDBw/i1VdfxXe+8x1Zj680Kisr0drSAlXulIhr24S6pnLXNRqJpzfgFPT2HMPOnTuxfPly2Y4dTyRNJxsaGvDqq69i7dq1sFqtqKqqgtVqxdq1a/Hmm2+isrJSZjNTmx07dsBqtUKVOzki96TU4LFA7wsVPBxr1HlT4HK58OWXX8blfInk5ZdfhiAI0BYvkKXaZzS9hUJlxMViSVL03vztb3+T5XipyuHDh/GXv/wFnCoDunHLovbg+SNW13A4jDHoxi4Bp87Cq6++Sg1xQ/Duu+8CADT50yW9P5JwA7ljJIGhnofi50hFJHlu1q1bh9deew0PPfTQqG07d+7Ej370I1x11VVRG6cUPvvsMwCI2D0ptf1BoPcV5GbEZZYXCFXOJNg6KrF161ZcffXVcTlnIqitrfXM1DOKgzZDjBSpvYViUcU2FHxGEfisMhw+fBgHDx7EwoULY3auZKWrqwvPPPMM3AKgH3cuONVoISoH8aqJwngNdOOXw9L4CX7zm9/g2WefpZ5xfmhpacHevXs990BG8N6Bko4fQR0rqXCabPBZZaiurkZdXR3Ky+XJ8I0nYYubRx55BK2trQA864mbNm1CVlbWqP0aGhpQVFQkn4UpTm9vLw4ePAg+owicZvT3FQypwWPB3if1xpDjAcqpdOAzx6K2tlbRzTTFWBNNSehmiNESbKlx+DVzC24wgcHtFuImarXF82E2teBvf/sbfv3rXyuiX024WK1WPPnkkzAajdCOWQxeH5tnYjTNbaXA6/KgHVMBc8sOPPHEE/j1r39N7RlG8M4770AQBKgLZsTk+PESs5r8GbCYWvDWW2+lZKhJ2D7Syy67DIIgQBi2riH+Lf7HcRwWLVqEn//85zExNhX58ssvIQgCVBF6bQDpQaRSg84CHVPO2gpiGrxSCz1WV1fjwIED4DPHRBw4KoVAwYdiLI54zXiOA2MMe6pOx2zpYiS8Lh+q7Amora1Nqyw5QRDwH//xH6irq4M6r1y2ulb+iHVqsD/UuZOgKZyFpqYm/OpXv6IA42EYDAZ8/PHH4NRZssTajSTWdW6Gw2eWgtPm4csvv0zJtPCwPTcrVqzwdohdu3YtNm3alJKuqnjz5ZdfAoxBne1/+SAYUoNIQzXb9Kf6g80Ao+0OPhxV9jgwToUvv/wSN910k+Jm82J9F23xfO9rsZxpBQo+lPOaRYOmeB7G5Aqoq6vDWWedpbjr7Y/XXnsN27ZtA68vgXZM5J85kt9LPFKD/aEpXgCXzYh9+/bhr3/9K2677baYni9VeP/992G326EtjT5D0h/xvK8ZY9AUzoK1ZSfefvttbNiwQdbjxxpJ3/5LL70km7Dp6+vDT37yE5x//vk488wzcdNNN2Hv3r3e7TU1NVizZg0WLVqECy+80NNJN0Vob29HbW0teP0YMJU24vdLDSIN9D4AAVV/sJtGzgco41Tgs8rQ3NyMhoaGiN+fzBw5csSzBJk5FnyGpzN2PEqp+ws+jPegF+hzTBg/AResvBoulyst2m9s27YNf//738GpM6Ebd27EA1ykM/N4pAb7gzEOGWVng9Pm4q233vL2zEtnzGYz3nnnXTBeG1U18mDE+75W5UwEp87Eh1u2wGAwxOQcsUJy40y5uP/++9Hd3Y3f/va3KCgowCuvvILbbrsNb7zxBgoKCrB+/XqsXLkSmzdvRmVlJTZv3oy8vDysXr060aaH5KuvvgIAqHMmSj6G1CBSf++7aMloQRqOgJE7hVyVMxFO4yls27YNU6bE5iGQCMSO2MObIYZaNgjmgYvG4yPlmgU7X6htwbx+vJ6H22ZAVVUVysrKFOu9OXbsGJ599lkwXg3dhPPBSZjQRDozl+KllQvGq5Ex/jyYGz/G8//1XxgzZkxaBo6LfPDBBxgYMEFTvCCsnmFSiHc5D8Y4qAtnwda2D2+//TbWrVsXk/PEAvn9ZhHQ2NiIr7/+Gj/96U+xePFiTJ06FRs3bkRpaSnee+89/OMf/4BGo/Euga1evRq33HIL/vjHPybS7LDZvn07wBhU2eNkPa7U2VooARPomHIXClNljgXjVJ7vRyGcOHEC+/fvB59Z6vXaANJLqUfr8Yn0mgU7XyhbQnn9OJUWnDYH3d3dKbl2Hw7t7e144okn4HA4oRt3LnhtrqTjRDozl+KllRNOk4WMcedBcANP//znOH36tKzHTxWsVivefPNNMF4jOf07HOJRtHEk6typYKoMvPvee+jv74/ZeeQmoeImPz8f//u//4t584ZmuowxCIIAg8GAvXv3oqKiAirVkApetmwZ6uvr0d3dnQiTw6a7u3twSao04iJOoZD6A5cqYOSurcA4HnzmWDQ3NyvmYfj6668DADSFvkXapJZSj7Z5XrBBz58oCna+UN6ncESzWLzyyJEjfvdNZQYGBrB582YYDAZox5wFVRTp/5FOXHy8M8Oy4OIZaMzri6AduwTmgQFsGvwe0o333nsPRqMR6vwZsrbXGUm86twMh3E8NIWzYbVY8Oabb8bsPHKT0GWpnJwcXHDBBT6v/fvf/8apU6ewfPlyPPvss5gxwzedrqTEk4HS0tKCwsJCSEEQBJjNZmlGh4m4JKXKktdrA/gPIu0xWDBzSjEq5k8I6IIO5sIOVRVT7toKquxxcPafxldffYVrr71WtuMmgra2Nmzfvh2crgD8iAypYN/5zCnFAV3MUoWPv+WsPVWnQwaNB/UYBFhFEr0JwVzl4ufn1BngNFloa2tDR0cHsrOzfTIvUxWn04lnnnkGp0+fhrpgprf4mVQiqUkk+XrGAHXuJLjt/ehor8LmzZvxk5/8JG16DJrNZrz++r/AeC00BTNjfr541LkZiTqvHI6eo3j77bdxySWXIDdXmmcyWgRBCHtZO+ExN8PZt28fHnvsMVx88cVYsWIFfv7zn4+6QbRazzq2zWbzd4iwcDgcqKmpicrWUHzxxRcAIPuSlMjwH3ioWhfh1juJ502jyioDwPDVV1+NErCpxocffuipRlw4a9SNJ7WUulThIzXrLdRafrBt4YrmLHU+ulsb8X//938pW9J9OIIg4L333sPhw4ehyhoHbUn08SaRTFyiuZ6xQFM0F26HCcePH8cvfvELrF69WrHxVcPZunWrJ9amZGFMvTaJhHE81IVzYGvbiz//+c+4/PLLE2ZLuKI5acTNJ598ggcffBALFy7Eb3/7WwCATqeD3W732U8UNXr96Bs3XNRqNaZNi26GFQyHw4HGxkZPq3u1dDvDJZKgVcAz8OypOhV39T8cxmvAZxSiqakJkyZNiup6JhKr1YqDBw+CU+sD1rWQ2hdIivCRmvW2p+p0UI9BsG3hev0EQYD55E5wbjNuvPHGlO8v9v7772Pfvn3gdPnQjTtbttTfcCcu0VzPWMAYg25MBSz2AVRVVWHWrFm44YYbYna+ZMBgMGDnzl1gqoyYxtokA+q8qXD0HMXevXuxZs0aFBfHrpZSIE6cOBH2vkkhbl5++WU89dRTuOSSS/DrX//aq8zGjBkzKgBR/Lu0tFTy+RhjMR1MDx48CLvdDnVBfDKBolnCSCR85hjYLV2ora3FOeeck1BbpPL555/DYrFAUyytroXcwidYJl2w2Xyo84Vq2xGO148xBnX+dNja92Hbtm0pPfDt2bMHL730EjhVBjLGnycpOyacbCap3pl4NdQcZRvHD7Zo+Bivv/46pkyZgvPPPz+m50wkL730Emw2K7RjFscsQypZYIyDpmg+rC078MYbb+C+++5LgA3hewITfjVeeeUVPPHEE1i7di0ee+wxcNzQAFFRUYFXX30VLpcLPM8D8DShnDJliuR4m3hw6NAhAIgqsDASgj3kElXkKxxUWWNh76rCoUOHUlbcfPzxx54ijTGoQitF+IQT/xLMAxNo8JNryVKdOxn2zoP4+JNPcP3116fkssWpU6fwy1/9CmA8dOPPk+SdDbdtQjTemUTEZgAAp9JCN/58WBo/xu9+9zuMHTsW06crz6vR0tKCf//73+A02VDnTU20OXFBlTMRXM9RbN26Fdddd11Sl/JIaLZUfX09nn76aVxyySW444470N3djc7OTnR2dqK/vx+rV6+GyWTCxo0bceLECbzxxht48cUXcccddyTS7JBUV1cDYOAz4tNjK1imU6KKfIUDp8sH41SD31fqcerUKZw4cQKqzDJwKs8gJEdRvnAI1DU4nllvUmC8Gnz2eLS2tODYsWNxO69c9Pf344knnoDVYoF27FLJjRHDzWYK1dE9kusZ7Lcp9++W1+ZAV3YOHA4nnnzySfT09ER1vGTkb3/7G1wuFzTFC2NSjTgZYYxBW7IIgiDghRdeSOqkgIR6brZs2QKHw4GPP/7YMwMexqpVq/DMM8/gT3/6E5566imsWrUKxcXFePjhh7Fq1aoEWRwah8OBY8eOgdPlxS24TOoSRqJhjAOnK0BDQwMGBgZSrgHf1q1bAcDbNyzeTQz9Ee+sNymocyfDaWjAZ599hlmzZiXUlkhwuVz41a9+hba2NmiK5kKdE3lLFZFwPaqReNvEZS5/GZPBfptA8GKSUlFljYW2ZBF6Og7g6ad/jp///Gmo1coIuK2pqcHXX38NPqMoZkkjyYoqsxR8VhkOHjyI/fv346yzzkq0SX5JqLi58847ceeddwbdZ8GCBXjttdfiZFH0NDY2wuFwQJ0l3WsjpbKo1NiNaJCjAiqfUQSXuQMnTpxIqeqmgiBg27ZtYLx6MPMrdn1fIv2eEyVgwrWT15eAqTLw1Vdf44477vAuOSc7r7zyCg4cOABV1jhoiuaFfkMQwu3mbjRZUXe6GwW5GUHv31DCOtK6N3LF5akLZsBl68WxY0fx5z//Oem97uEgCAL+9Kc/AQC0pWek5NJqtGhLFsJsasWf//xnLFq0KCnv4fTwpcWR+vp6AJ6OyFKIaddXGe9BuezkBr8n8XtLFZqamtDe3g4+cywY57mxYxHfFI/eVHIQye+BMQ6qrDL09xtx/PjxBFgbObt27cI//vEPcJps6MqWRj2ghdvNvSBXj/IJhThW34m3tx7xZstFUoQRCP7bjGVcnieDajE4bR7ee+89r7czldm2bRtqa2uhypnkU408neC1uVDnlePUqVP46KOPEm2OX0jcyIw4SHPaPEnvl7uyaLQiJNDgKZedvC4PQOqJmz179gCA12sDBI+PkCpCoq1ULDdy/R7E7214k9xkpaOjA7999lkwTuVphilDxXEpTXGDXe9QAiXYbzPWcXmMUyFjvOd7+8///E80NTXJctxEYLPZ8Je//BWM8dCWLEi0OQlFUzwPjFfj5ZdfxsDAQKLNGQWJG5lpbm4GAHBaaQNMqIdUpINkNCIkmodpuDB1FsA47/eWKuzbtw8AgypzrPe1SGbj4XpfpKb5h0JKcKmcvwc+sxSM8UkvblwuF37zm9/APDAAbemZXjEuB5F2cw+VFu6P4YUWAwWax6NfEafJhnZMBWw2G371q1/B4XDIdux48s4776CrqxPqghng1KkVIyg3nEoHdeEcGI1G/POf/0y0OaMgcSMzHR0dYCqd5JoHoWb/kc7UoxEh0TxMw4UxBqbOTKmGii6XyxM0rs0FG9b5We7ZOCC9NxUgTaQE2ybn74FxKnAZBaivr4fVmvjMvUD885//RHV1NVQ5E6HKjX3aq9TrHUqgBMusilcWnTpnAtR55Th58iT+9re/yXrseNDb24t//OMfYCrdqB5y6Yom3yPy3n77bbS1tSXaHB8SXudGSQiCgM7OTjBVeIreXwBmqF5EIwkV+BduGXZ/tsSrAiqn0qO3t90TiJ0C2RRNTU2w2WxQ543OkvAXzBussF6oayq1N5XUNgz+kKPCsT84XSEc5k6cPHkSc+Yk32BRX1+P/3v1VXDqTOjGLI5L4KjU6x0ocQDwNEoNFeQdryB0bekZcFk68fbbb+Pss89OyuseiL///e+wWq3QjqlQbJuFSGEcD03JQlibt+PFF1/EI488kmiTvJDnRkasVitsNhuYKrRXJNAMGUDAWVSonkL+ZunhuJwD2cIFeJgHq7EB+O86HQzx+0qVbsK1tbUAPINzOETjfQk2qw52baW2YQinw7e/zyFl9i/WiBG/z2TC6XTid7/7HdwuF7RjK2SJswkHKde7x2DBRUvKvSJ6T9VpbN1dBwBxj8kKBeNU0I1dCkEAnnvuuah6BMaTxsZGfPTRR+C0uVDnJW/hukSgyp4ALqMIX331VVLVriJxIyOie51xoVV9WLPnEdoi0ODCcSzgQyycQSeQLQKEuDxMxe8rmZcnhnPq1CkA4WfESS2yKArWkd/z8Jo1UoSw1ODScJY+/BUWDIT4/YnfZzLx9ttv4+TJk1DnTY1bpXGRQN+jv+tdd7ob0yYWRryMmEj4jEKoC2aipaUlZcp8/PWvf/U0xy1ZlDYF+8KFMQZdySIAwJ///OekKexHV0lGLBYLAHhTg4MRaPAZV5IbUCAEGlwEjP4x+X2IBfCqB7JFcI/2IsXkYToYn5Qq4qaz0zOYszADCqXOxkMJRZ+lxBH1T6SKlHhWOGYqzxKL+H0mCz09PXj11VfBVDpoBx/aycJI4RMsniuZW69oi+eBU2fizTffRGtra6LNCcrhw4exd+9e8JmlUGWNDf2GNITXF0GVPQHV1dXYuXNnos0BQDE3suJyuTz/E4ayDxQLk5WphcXmm0kgPqy27q7zu64eLKYjnKq5oRrwDR+8LloyuodStA9TMZbB6XQG3S9Z6OzsBOP4iJYqIi2yGCoWJ9R1DRa7EU2TTDljMxjHg6l0SSduXnzxRVitVujGLpG0HCVHcctwCeWhCyfeLlLk+HyMU0FTsgjW5q/xwgsv4PHHH4/KplghCAJefPFFAEg6oZtsaEsWwNnfhJdffhlLlixJeGE/EjcyInYzF9yukPsGGnxMZv9r0KMEwrD3BXuIhROEHKrEu48dMXiYCoLn+9JqtUH3Sxa6ursBPkO2ANNIg5CB0NWQw2nDIB4nJ2sosFl8b7wqHDOVHl1dXXE5Vzg0Njbis88+A6fLl5QdFUp0BhMGUkRDNI1SQ30Of7bI2WJElT0evL4Eu3btQk1NDWbPnh3R++PB7t27cezYMahyJkouzJouiA1ET52qwxdffIEVK1Yk1p6Enl1heAdnIbS4CeTib273H1QbLBW8x2AJuJQQThByxfwJEAQBLrc7ZHBwNDEZAXGnlrhx2O2SU/3DJVRqdbjXFRgdqwPEuBJ2BDDGJ5XH7v/+7/8AANriBZLEq9Sii1KvRyyWEaWWA4gUxhi0xZ5CeOL3nky43W68/PLLABi0UbbbiDWh6p/Fq5K5pmguwHi88sorQysZCYI8NzKi13tmUILLHtb+gWbIkaaCF+RmBJylB5rZiUHIwxEEhp1VjUFnaHWnu5Gfo5e03BEI8fvKyBgdP5CMOJ0ugMX21gk16w73ugaaWcvVByvqJQrG4HK5IAhCwnv0nDp1Ctu3bweXUQheYhCxnEUXw7kesWiUKjXTTgq8vgh85hgcOHAAR48eTapGqnv27EFDQwNUuZMlF2WNB+F4C+PV0JdT66HOK0d7e23CvTckbmREo9EgLy8PRrP0UtTBHlbBlioCPcQCDZKeIGTfwWT4w1SKkBLtj/SGcTsGoFarkZeXF9H7EoXL5QT42AqxUIOW1OsqIscgJctDczA+zeVyQaVK7OPogw8+gCAI0BXOkSy0gi0TBf3OAwX7DyvIGEhEBrvnpCyDxTuOR1M0B5aBNrz//vtJI24EQfBmcmkTVLAv3IlDqIlKrBr6BkJTOAuOvhP4xz//iQsuuCBhsTckbmSmtLQUfbUnopqJBnpYRdJJWLwRAg2SoWI6gj3g5I7JEJxmlI4pTfjMPVw0Gg2cDmku10g8HaHiYqRcV5FIBqlANsvy0HS7wPM8OC6xK+QWiwWffvYZOLUefBQZMVKL8AGQVJAx2Pcc7H0AAm6LVRxPIPiMYnDaHHz19de4/fbbkZubK/lYcnH48GEcP37cU8MlAV6bSK55qIlKvLPmOLUe6tzJaG46id27d+Pss8+OyXlC2pGQsyqYsWPHAoILgkP+RmJS04b91c0IFdMR62Z6XvudNghOq+d7SxFyc3MhuCL/HiKNqwh7/xHB5f4Yed3CjY+KdX8xwWVFdnZOwsXN9u3bYbVYoMqdGlUdE6lFF6UWZASkNTMNti2e5QA852VQ502D0+HAF198Ifk4cvLuu+8C8HghEkEkS5jJ8iwfjrpgJoCh7zERkOdGZqZPn47PP/8cLmsPOE2WrMeWmjYMjJ599xgsAWNngMgyqKLBZe0B4PneUoW8vDw0t7RE7J2L1NMR6gEXaUzUyN9A3eluFORmBI2PCtVPKtolCsFlQ15eeJWeY8muXbsAAOrcSSH2DE2kaf+hUvCllnqQugwWizieUKhyJsLWvh+7du3CN77xDVmPHSkdHR3YtWsXOF0h+IzE/DZDJQwk47N8OLw2F3zmGBw+fBiNjY2YNCn6+ypSSNzIzIwZMwAALks31DkTZT++lLRhfw/A/Bx90MFNanBwpLgs3QCGvrdUID8/HxAECE4rmDr82JtIPR1SglMDxUQBo8VQfo4+5Kw7lv3FBLcDgsvu+T4TiN1ux/79+8Fpc8BpsmN6rmDCQMpydDTiM9i2eJYDADwdprmMQlRVVcFkMiErS96JYSR8/PHHnmrEBYmbcEWSMJAsz/KRaPKnwzLQho8++ggbNmyI6bn8QeJGZqZOnQq1Wg3XQHvczhnqIRZsIBTbJvhDaqBiJLjM7WCMpZS4mTx5Mr766iu4bX3gIhA3kcZMSQ1O9XfdghVfDFZ/JVSBx2gemm6rp+zB5MmTw9o/Vhw7dszTCLUgOXsGBZt5B5vYhBKf8Z7Nh0KVVQa7pRtHjhzB0qVLE2KDIAj4/PPPwTgVVNnjE2IDEHnCQDTP8ljBZ40F47X44ssvceutt8Y9sJhibmRGo9Fg4cKFcNv64HaY43LOUPETUhpuAoHX8uWqkSK47HCZuzBr1ixkZ8d2xiwnU6Z4BkGXtTei90UaMxWsflE4PamGX7dQv4FIW35I7Sc1HJfN8/1NnTo17PfEgro6z6CQqCWIUASLc5HazDQWsTPRwg82oj1x4kTCbDh27Bja2trAZ4+PeS2rYAS6PoHaNiVDS42RMMZBlTMRhr4+HDx4MO7nJ89NDKioqMDevXvhNLVAkz8t5ucLNYOWUhMFCJxNIVdqodPUCkBARUVF2O9JBkRx445Q3EQaMxUq7d7fzE4USiLidQvUzC7U0kaglh9yDIJui+f7E7/PROEVN0lcgTbSUg/DxWfIa5UkSYri9y9ej0Tgjb2KQUhBpPi7drFqqREr1DmT4Og9jp07d+LMM8+M67lJ3MSAJUuW4L//+7/hNDbGRdwAvjeCuMRQMX9C0ICzYDVR/CF3IS+n0dMNOlEuaKkUFRWhtLQUHV3tEAR3RNk1kcZMRRqcGkiouAUBgsAiXtoIZHO0CIIAp7kN2Tk5GD8+ce5/wBNACsbCboSaTEhdGoxnYbdwYSotGK9NaK+xAwcOAIwHry9JmA3BSERwcDRwGQVgvMbzvcYZEjcxoKioCAsWLMDBgwfhtptkz5oKRiTBw0EHtSDZFHLMHtxOK5ymFkybNg0TJyZ+lhQJjDEsXrwY77//PlyWbqj0kZeeH46U+kVAZEJJcAM7qyKrYh3L2aDbZoDgMOOscy9MeIM9g8EAxutSps5SQPyYH9MaRTGA8Vr09fUl5NwGgwF1dXXgM0sTuiQVjEQFB0uFMQ68vhRtbafR1taGMWOkVf6WQnJeQQWwcuVKHDx4EA5DPbTF8yN+v9QGe5EED0vNppBj9uA0NAAQsHLlyrDfk0x4xY2pJWpxE+j7DLTEFGx2HW6H9+HePY4xZGVoYbIMNW2N9WzQsyTp+R4TjdFolNT9OxmQWqgv3oXdwoXxWhiN3Qk59/HjxwF4igomM4kIDo4GXl8MZ/9p1NbWkrhRAsuWLUNmZibMfXXQFM4B48KfnUp9YIUqnR5pfYRAAiba2YMguOHoPQGNRoMLLrgg3K8lqZg/fz50GRmwG09BI7HJoojU+kX+RG44wnPk78tzYMDldkNwI+azQUEQ4DQ2QKVSxX0d3h+JLiAYDVL7VSVv7IaQME9eY6Pn+crp8hJyfqXCaT0VpxsaGnD++efH7bwkbmKETqfDFVdcgddffx1OYyPUeeFnhETTYE/O+gixKuTl7G+G22HCxVdckdB6FtGg1WpxwfnnY8uWLXCZ26GS2GhRJNJYnGACOJTw9Pc7MpltMPRbg6aTyoXb2gO3zYBzzzsvKbLkNBoNBLMl0WZIQmqhvmhrFMUKQXBBrVYn5NyiuOG1eQk5v1IRv0/x+40XJG5iyNVXX40333wT9p5jUOVOCXt2H02DPbnqI8hVx2YkgiDA3nMMjDFce+21UR8vkVx66aXYsmULHH0noxY3/pBavC1USnailyQcfScBeL6/ZECv1wM9hoR2Jg91v0mpQwQEXlpO1tgNwWWHPmu0zfGgp8dTLZ2pE3P+cJ+5sXo2xwqm0oJxKu/3Gy9I3MSQwsJCXHDBBfjss8/g7G+COsf/THwk0VYWjaahIhDbTAqXuR1uSxeWLl2KcePGRXWsRDN9+nRMnjwZDY2n4HaYwUX5UIxk2TCc6yl1QIzExkgfrILLBqexESUlJViwYEHY74slZWVlaGxshOCyganiH3MS6n4Ltj3UMmTUaeJxRHA7ITgGMG5cfDJMR9Lf3w/Gq6PqLSaVcJ+5yZjlFha8Bv39/XE9ZeouNqcIN954IziOg72rCoLgDus9UhvsicXbxIFvT9XpsBtlDifSZbFwEQQBts7DAICbb745qmMlA4wxXHfddYDghr3naFTH8ldIr3xCIepOd0dcvC3Q8cItzBeJjZEWb7T31EJwO3HttdcmTayLmIrutss7OAQrkDmcUPdbqNgrf8XexPdlZmhQXJCFDK3aZ1s4dkn9PFJx200AkLBJj8lkArjEBJaH+8yN1bM51jBO4/l+40hyPF0UTFlZGS6++GK4bQY4jafDeo+UyqIAgg48kQxosVq2cA20wm3pxrnnnpvwqrRyccEFF6CkpATOvjq4ndKDMUNluY2sABzqekoZEEfOEEcOZNE+WAWXA47e48jJyUmaJSkAmDbN4ylwmeWLN4lECIa630JtH1klGhh6FpitdnT2mGC2Onx6jEUqUOWqSh4Ml7kDwND1iDccxyFgCeAYE+4zN9FLytIRwMU5UJyWpeLAt7/9bWzduhX2zkNQZY8PK3Mq0gZ7oXoHBVquEt8bbk8jqQiCG7aOg2CM4aabbpJ8nGRDpVLh+uuvx/PPPw9Hz1FoSxZJOk6oh5a/5aBgMRNhPwQD1Ebx5/rOzNDAbLWHPmYA7L3HIbjsWLXqJuh0yfMwXrBgATiOg8vUChTNleWYkdSRCXW/RXo/RpOQkMi6OM6BNgDAGWecIcvxIkWn0wFCZFXH5SLca5y8WW7BEdxOZOjiWySTPDdxoKSkBNdeey3cjgHYe2tjco5w+keNXK4C/M/igvU0koqj7yTcNgMuu+wyTJo0KfQbUoiLL74YRUXFcPQc97rWIyVUryh/1wmAd8Yupo6LnpZAcbHBjifOwgMNZJl6/y77cB6sbqcVju4a5OTk4Morrwy5fzzJysrCzJkz4bJ0R+V9G04k/dxC3W+RLiMGO7fUHmOx9hgILgfc5g5MnDgRRUVFshwzUjIyMjyd6hPgvQn3Gkf6W4j1UmLYuJ1xn9CQuIkTN9xwA3JycuDoqpbtATqcQIOjmALu74EVqqeRXE31BJcd9q7D0GVkKCLWZiQajQa33roeguCCrUNag7hgD61QM3F/g1JuVgayMrSSjhdoIDMN2CSLXnvnIQhuB9auXevJTkoyLrroIgACHH31shwvkvtxeGxVhlaN4oIs6DPUmDmlGGXFOUGXov0NXMGEcrBtwX4XkcTsScFhbITgdg5eh8RQWloKCG4Izvg0PB5OuI1MI2l4Go+lxHAQXHYILltcC/gBJG7iRmZmJtasWQPB7ZA8AAYj0ODoSQH3JZweUdF0ex6JrbMKgtOGG7/1LeTnJ29zwmhYvnw5Zs2aBWf/aTglxG4Ee2iFmjUHqltjHLBKOl6ggay5wyBJ9LqsvXD0ncSkSZNwySWXBN03UVxwwQXQarVw9tXJMnOP9H4syM3AsfpOWGwOdPaYYLE6fAajYHE1kQSMB9sW7HchNQg9HARBgKP3BHiex8UXXxz18aTiDSy3JSbrSLzGe6o8sZkV8yf49baE+2xOluBjMVA/3j3kSNzEkUsvvRTTpk2D01AvaQAMRqDBMdBzWuwR5Q85129d1l44eo9j3PjxKV/XJhiMMWzYsAGMMdja9kIQXBEfI9BDK9R1CjQoud2CJ4ZqwIqcLJ3XExDqeMEGskhFryC4YW3dCwDYsGFDwvtIBUKv1+Oiiy6C22HyNnSNBin3YySDkdSA8eHbRC9RZoYGM6cUgwuwljm8Lo5c3tzhuAZa4bb14Zxzzkno5EfsceeyJibuBpDmbQm09JQswcfi9zlhQnilUOSCAorjCM/zuOuuu/Dggw/C1rYX/JTLZK2p4C/QOFgAWqw7zAqCAGvbPgAC7rrzzoRVHo0XM2bMwJVXXon3338f9q4aaIvnyXLcUNcpkqrUyxZOQt3p7qBtN+Qs8OboPQ63tRsXXnghFi5cGPH748kNN9yATz75BPauw1DlTIj63oz0foxkMAong2p4gHDF/Amj6hIV5OphsTm8/5+VoQWYx+snEuu6OJ7yEIfAGMO3v/1tWY8dKXPnzgVjDK6BNqBoTkJsiDRwO1jdm2QJPnYNtANA3OtakecmzsyYMQOXX3453DYD7N3HYn6+ULPwWM3GAMDRVwe3pQvnn39+0g9scrFu3ToUFRXB3l0Nl80gyzFHXieX2w1BELxu60ABqcGWQEJd91AemnACFd12E+ydh5GdnYPbb79dlu8ilpSUlOCKK66A226Cozc2bSiC3Y+ReFLD2TeYF8DvUqbFBoPJErPngT+cxka4rX246KKLvJ6TRJGTk4Py8nK4LF0Q3M7E2BChtyWYGIrlUmK4CIIbLnM7ysrKUFJSErfzAuS5SQjr1q3Dzp070ddVBXXOeHCa2PXXCTULj1WVUrfDDHvnQWRmZqbEwCYXer0e99xzDzZv3gxryy7oJ6+UxTs3fCYuztQ4sKA9woJVMY7muodTJVUQBFhb90BwO3HHHd9Dbm6upHPFmxtvvBGffbYV5s5DUGWPi7rq9EhC3Y+BPHSRNr0Fgg98gQZRwY249BcDALfTBlvHAWi1WnznO9+JyzlDcdZZZ+HEiRNwmlqgzom/2ArmbfGXph8qbjLRLTZcA+0QXI6ENMglcZMAsrKycMcdd+CZZ56BtXUPMiZeFNOeNvEusy4IAmzt+yG4HLjttrsUG0QciMWLF2PFihX47LPPYO86Am3x/KD7R9LSIFSxv+HEyi0djuvc0VMLl7kdy5Yti2sn4GjJzc3Fhg2343e/+x2sbXuRMf482e/NQPdjsFpUwZrejivJRVamFgNmu/fahAocT4YlC1v7fghOG9at3xD3WX0gLrroIrz22mtw9NUnRNwEWoLuMVj8TijcAareD2/Hk8i2DA6DJ/twxYoVcT83LUsliHPOOQfLli2Dy9zhbSSoFJz9p+Hsb8L8+fOxcuXKRJuTEO644w6UlJbC3lUNl7kr4H6RBhDKWT9FKqFc5y5rH2ydB5GXl4fvf//7CWtGKZUVK1bgjDPOgMvUAkdffLwYIv6WA4MJ2uEZVmar3ef3E2zpKtFLFg7jKTiNjZg5cyauuuqquJwzHMaNG4c5c+bANdAGt2Mg7ucPFCpQkJsxal/GAAaW8KWnQAguG5z9zZg0aVJCqk6TuEkQjDHcdddd0Gdmwt5ZCbcj/rUVYoHbaYWtfR80Gi1+8IMfpNzAJhd6vR4P3H8/GAOsLTshuBx+94s0XVNq/RSpMRT+YmuCDZqC2wlryw5AcOO+++5LmeWo4TDG8IMf/ADZ2Tmwtx9IaPYMEFxMSo25iHW8XTDcNiNsrbuhy8jA/fffn3QZdJdddhkAAfae2BRcDYU/gRssIzJR1zEU9p7jgODCZZddlpBxgJalEkhBQQG+t2GDxwXeugcZE85PeTEgupq/u2FD3Is2JRtz5szBjTfeiFdffRXW1t3QjTtn1PWNtO1CoFgLT/Cw77EDLVeNJNCyWKDYmmDZVrb2/XDbDLjmmmsSss4uF0VFRXjggfs9sVPNX0M/+VIwPrZNFaV0cY8m5iIRSxaC2wlL83YIbif+3w8eQFlZWVzPHw7nn38+/v73v6Oz6wTchbPBJaBT/EiC/QYSvfTkD08fuVrk5OQkrLZV0nlunn/+eaxdu9bntZqaGqxZswaLFi3ChRdeiBdeeCFB1snPihUrcNZZZ8E10AqnQZ7qqInCYTwNp/EUZs+ejauvvjrR5iQF3/72tzFv3jw4+0/D0Xti1PZI2y4E8sYEq58CBM5uijSjJli2VeOJQ3D0ncS0adOwfv16id9Y8nDWWWfhW9/6Ftx2EyxNX0mqXRQuUru4h8qakrMYZ7QIghvW5h1w2/pw9dVXY/ny5QmzJRgqlQqrV6+G4HbB0XM00eYAiLztQqKx99ZCcNlx3XXXJayPXFJ5bv7617/iP/7jP1BRUeF9rbe3F+vXr8fKlSuxefNmVFZWYvPmzcjLy8Pq1asTaK08MMbw0EMP4eWXX0bloSr0OkrBqTODBplGEoAqN4HO7VmO2guNRoMf/vCHng67BHiex0MPPYQf/OAHMHQcAJ9RCD6jwLs9WA0buYKHg2U3Scmo8Zdt5bIZYWvbC71ej0ceeUQxNY1uvvlmnD59Gtu3b4etdS+0Y5fExLsa7Dps3V0nKcMKCP6siPdzxNZxEE5TM84444ykz6BcuXIlXn/9dXR1HYc6bxo4TVZC7UmGzKdwcTst3j5yiYynSooRqL29Hbfffjuee+45TJkyxWfbP/7xD2g0GmzatAnl5eVYvXo1brnlFvzxj39MkLXyk5mZiUsvvRTLz1mGQnYaY4uyA87iEtkvJNC5xxZlw9a2D4LThltuuSUpXc2JpKCgAA8++CAYBFibv4bgGiqSJrXtQiTBw1IFTLh1VwS3A9bmryC4nfjhD3+oqOVIjuNw//33Y8aMGXAY6mHvqorJeaR2cQ/2+wn2rIj3c8TefQyOnmOYNGkSHn300aSLsxmJRqPB+vViv7jKRJsDIPz2DInG3nEIgtuJdevWJbSPXFKImyNHjiA3NxfvvPPOqGJve/fuRUVFBVSqISfTsmXLUF9fj+7u7nibGjMmT56M8ePHY9aUEkwfM3pmKA5G8egXEmgJI9C5p49Vwdl/GvPmzUuqzIdkYtGiRbjpppvgdgzA0rzTp39RpG0XGDe6r1Cw4GGpAiYcV7hYz8ZtM+K6667D2WefHcnXkhJotVo8/vjjGDt2LOxdR2Dvln+pQkpXePG+DPT7CfasiGffIXtvHWwdB1BYWIif/OQnSdk41R/Lly/HnDlz4OxvgtPUlmhzACRPM8xAuCxdcBjqMWXKlIRnyibFstSKFSsC5sG3tbVhxowZPq+JNRFaWlpQWFgY8fkEQYDZnNjsJJVKNcq9feaZZ6K1tRUOpxGCyz4qgDEnUzdq5uazLQIiDSLdebDR7yApuJzIZL3QanW44447YLXGt7R3KnHNNdegpqYGBw4cGKx/E7w9Q6AlK+bnRxAseFhqC45wXOGO3lpvnNUNN9yQ8PsqVmi1WmzcuBE/+elP0dNRCXBqaPLLZTu+lOVJsa5QoHs5qDdIpudIKByGRtja9iAnJwePP/44srKyUuo3csstt+DRR38EW9se8FMvB+MSu9waaXuGeCK4XbC27AZjDOvXr4fNZgv9pkjPIQhhLwsnhbgJhtVqhUbjO8hrtVoAkPzlORwO1NTURG1bNBQVFfmNS5g4cSL27dsHtbYZqtwpPg87cTkgkgqWkfYjCXbzjBwkBQFwmprR19uDSy5Zie7ubkV502LBpZdeivqGBvR1VYHPKIAqK/ASXiBxUTF/Ajg/o1OkGVbhCJhgmRhOcwdsHZXIysrClVdeiePHj0fxzaQGN990E/7857/A3LYHAGQTOMGuQ7BK09H0Fop1ET+H8RSsLTuh1epw8803w2AwwGCQpyVJPDnvvOX44osvYOs4BN2YsxJqS7I0w/SHvesI3HYjli5dCrfbHbMxdqQeCETSixudTge73e7zmihqpLo31Wp1QooKDYcxBp7nfVSoIAjIz8/HoUOH4LKbwFm7wWcUDm4bWg6IpIKlv5oHUmMw9lSd9jm329YLl80Ip9OJW2+9NeXT2OPFjx59FI8//jisLTuhn3xJ0PYbkTZf9DfYBWrPEE1KsNthhrV5OzjG4aGHHsKsWbMien8qM3nyZPzsZz+DsW0PAAGafHmeJYGuQ7DrHarOTbBg41g2zXUYGjztR/QZ2LhxY8Kft9Ewffp0nDx5EqdPH4cqexxUmYmLKUuGytL+cFm6Ye+uQXFxMe6+++6YZUidODE64zQQSS9uxowZg46ODp/XxL9LS0slHZMxltTrvjfddBOefPJJTJrUh6LJi9FvFXwGI38zvEjclVLLsg+fXWZncOhqPIK6uuPYuHEjMjMzZfjk6cGcOXNw77334re//S0sTV9BP/kSMC78W1GuDCupCG4XLM1fQ3Baccedd6Z0PRspzJw5E8888wwee+wx9LXtBQQ3NAUzQr9RIsGud6j+YcG8crHKvnH01cPauhuZmXo8+eSTKS1sRB544AE8+OCDsLXsAjflsoTVvgklWBOB4HLA2rwdjHm+p4KCgtBvkkgkE+ikFzcVFRV49dVX4XK5vBH2O3bswJQpUyTF26QCubm5uP766/Hkk0+C0+2BfvLFPs0X/c3wgj3kRiI1BkM8d3OHAZbTn8M10I777rsPRUVFEj5lenPRRRehtrYW7733Hqyte6ArWxb2jSt1CUMubO0H4LZ0Y8WKFbjyyitlO24qMWHCBPz85z/HY49tRG/7fghuBzSFc2LivQx2vUPN5IN55WJR/M3eUwtb+35kZWfjqSefxNSpU2U9fqIoLy/Hd7/7Xbzwwguwtu6OSc+xcEi2lHBBEGBt2wu3YwA33XQT5s6dmxA7/JH04mb16tX405/+hI0bN+L222/HoUOH8OKLL2Lz5s2JNi2mLF26dKj5YvcxaItmB90/km6y0cRgAICjrw6ugXYsXboUF110kWyfOd247bbbcPLkSVRXV8ORURjR7F/KEoYcOPrq4eg7galTp+Luu+9O66XI8ePH45e//AUef/xxtLcfhuCyQ1uyKGYCx9/1TpaZvCAInkyyrioUFBTgiSeewMSJ8W88GUu+8Y1vYP/+/Thw4AAcPcegKUzMUmwyVSR29J2E09iIWbNm4cYbb0y0OT4wQRiZ7JlYHn30UTQ3N+Oll17yvnbo0CE89dRTqK6uRnFxMW699VasWbNG0vEPHz4MAJg/P3in5mTAZDLh7nvuQW9vH/RTLgOvDdynp6w4x+9Dru50N6ZN9PVwia8HisEIhttugrn+Q2TqdXj++efTruO33PT09OD//b//hz6DARkTV0Cljy4VN9DvQI5+My5rLywNn0Cv1+F3v/udourZRENPTw8e//GPcfrUKahyp0A3tsLH0xopkRbX8+4fwb0sZwE/QRBgaz8AR28txowZgyeffFJyyECyYzAY8IMf/D/09PQgY9JFUOnj3808kUVch+Oy9MDS+CmysjLx3HO/Q3Gx/GUERhLJ+J104ibWpJK4ATx1fjZv3gxOVwD95JVBH5r+HnIzpxT7ncn3GMwRx2AIggDLqa1wmTvw0EMP4fzzz4/48xCjOXLkCB7buBFgGmRMuRScanQH4EiQMtiFQnDZYa7fAsFpxk9+8hMsXrw4quMpjf7+fmzatAm1tbXgs8qQMe6ciOKoREYGhAPSxWm45R6iOYcguGBt2QWn8RQmT56MzZs3xzTmIhk4evQoHnn0UYCpkTH5MnDq6O7XSJDz2kWD4LLBXP8RBKcZmzdvxhlnnBGX80YyfidFET8iMIsXL8bKlSvhtvbA3nMs6L6RdJOVEoPh6KuDy9yBs88+G+edd17E7yf8M3fuXNx2661wOy2wNm+HILijOp7c/YQEQYClZad3XZ2EzWiys7Px1FNPefrEmVpgOfU5BJc99BtHIFdxPSk9wyI9h+BywHL6SziNpzB37lw888wzihc2ADBr1qzB+9XqCayPYc+xkcSz+GIgBMENS/MO7/MgXsImUkjcpAC33XYb8vPz4eisgtsW2UAVbgn9ULgdA7B3HERWVhbuuuuutI61iAXXXHMNli9fDpe5E/bO2JT4l4qj5yhcphaceeaZSbeunkzodDo8/vjjuPDCC+GydMHc+AncjoGIjiHXZERquYdwcTutMJ/6DK6Bdpx99tn42c9+llYZk9dccw0uuugiuC1dsLXtj9t5k6HOja3jEFwDbVi6dGlSPw9I3KQAWVlZuOeeeyAILlhadyOSlUQ5usl6SuzvheB2YMOGDRRnEwMYY7j33ns9Jf67q+E0tQbdP1CLDLlxmjth6ziEgoJC3H///dQQNQQqlQr33XcfVq1aBbfNCEvjp3DZwi9cJ9dkRI6eYYFw2/thafwEbmsvLrvsMjzyyCNhF1ZTCowx3HPPPZg2bRocfXWw98angKVcvw+pOAwNcPQcxfjx45P+eZC8lhE+LF26FOeffz7cli44+sIvZBSssV64OI2NcA204qyzzqLsqBii1+vx6KOPQqVWw9q6E26Hxe9+8eovIzhtsLXsAMcxPPLIw8jNDRzQTgzBcRxuvfVW3HbbbXA7zB6BY+4K672BJiM9BktEYjbanmGBcFl7YWn8FG67CTfffDPuueeepG+CGSu0Wi0ee+wx5Obmwta+H86B9pifU47JqlRclm7Y2vZAn5mJH//4x0ldKw4gcZNSbNiwAZmZWbB3HoLbEX5/lmhiMASnDbaOA9BqtWmf+hsPpk6diu9t2ADBaYO1dadfL1081t099Sv2wO0wY+3atZgzZ45sx04XrrvuOjzwwAPg4ILl9FY4+5tDvsffZETMeAwkZv158YINglInPM6BdlgaP4PgsuHuu+/GTTfdlPbPg+LiYmzcuBEqnoe1+Wu47aaYnk+OyaoU3A4zrE1fAYIbjzz8MMrKAreNSRaSvs4NMUReXh5uv/02PPfcc7C170fG+OVhvS+a1EFrRyUEpw1rb7nd27CUiC2XX3459u/fj507d/qtpxFq3V2OVFGH4SSc/U1YsGABvvnNb0r7IAQuvPBC5OTk4Omnn4al6SvoxlZAnRe8sN3IOiYXLRndv2q4mA3UdkVqzzB/OIynYW3ZARXP4+GHf6TI7u9SmT17Nu655x4899xzsDR9Cf2kS8D42DXYjHedG8HthKXpK7idFmzYsCFlKpKT5ybFuPjiizF//nw4+5vgNLWE3D+aJQynuRNOQz3Ky8tx9dVXy2E+EQaMMXz/+99Hfn4+bJ2H4LL2+mwPtuQgx5KV22aEvf0AMjOzkn5dPRU488wz8fTTTyMrOwvW1t2wdx+N6P3BxGyotityZM3Ze+tgbf4aGTotfvazzSRs/LBy5Upcd911njgrGTIekwVPvOVuuK09uPTSS3HNNdck2qSwoadWisEYw5133gmO52Fr3w/BHTwNUeoShiC4YWvbB8YY7r777rRdV08Uubm5uO+++wDBDWvLTp9002BLDtEuWQmCG5bWXRDcTtx77/cV2+Ik3syYMQO//MUvUFhUBFtHJWwdh8JODAgmZmOdPWPvroGtbQ9yc3PxzDPPpEx9sERwyy23YPHixXANtMLWcTDR5siCvesInMZTmDdvHu68886UWoYkcZOCTJw4Edddey3cdhPs3cHbykt9+Dl6T8Bt68Oll16KGTNi1xSQCMwZZ5yBq666Cm6bAfauau/rwdbdox3sHD3H4bZ048ILL8S5554ry+cgPEyYMAG//MUvUFZWBnt3tWdyEobACSZmY5U9IwgCbB2HYOs4iKKiYvziF79QTJ+oWMHzPB566CFMmDgRjp5jcPSdTLRJUeEwnoa9qwqlpaV49NFHoVbHbqktFpC4SVG+/e1vI7+gAI6eo0GDi6U8/ASnDfauKmRmZmHdunVR20pIZ926dSguLoa9uxoua5/39UBLDtEMdm57P+xdh5Cbm4sNGzbIYj/hS0lJCZ555hlMmTIFjt7jsLXuCSlwgonZWGTPeIRNJezd1Rg3bhx++ctfYNy4cZKPl07o9Xr85Mc/RlZ2Nqxte8POkks2XNZe2Fp3QafLwI9//OOUzJQkcZOiZGRk4JbvfheC2wlb56GA+0l5+Nm6qiC47PjOd25GTk5s6qcQ4aHX63HvvfcCg2vfodbypQ52nrX1PRDcLtx111103WNIfn4+nn76aUyfPh0Ow0lYW3eFvK6BxKzc2TOePlH74eg5hokTJ+HnP/95XHoGKYkxY8bgsR/9CBzHYGn+KuJCjonG7bTC2rQNEFx46KEHMWnSpNBvSkJI3KQwF154IaZNmwanoQEuS4/ffSJ9+LlsRjh6T2Dc+PG44oorYmk+ESZnnHEGVqxYAbe1J6SrW3Kab/9puMwdWLp0KS1HxYGsrCw88cQTmDlzFpyGBlhbQgucQMgVOCwIAmxt++DoPY4pU6bg6aefooKdEpk/fz7u+N73IDitsDR9BcHtTLRJYSEIblibvvaWgFiyZEmiTZIMiZsUhuM43H777QAAW2fgALZIHn72zsMABNy6fj1UKqoUkCzccsstyMjIgL3zEASnLei+kQ52gtsBe8cBqNVqWo6KI5mZmfjZzzZjzpw5cBobYWvbG1H1cTkRl6IcfSdQXl6Op556KiWXIpKJK6+8Epdffjnc1l6PVzQFelTb2g/AZenE+eefj+uvvz7R5kQFiZsUZ+7cuYMR+u1RV8h0WXrg7D+N2bNno6KiQiYLCTnIz8/HmjVrILjssHUelvXY9q5quB0W3HDDDSgtLZX12ERw9Ho9fvrTn2L69Blw9J0MO8hYbuydh71LUT/72c+QnZ0ddxuUyPe+9z3MmjULTmMjHL21shwzVq1XHH0nvV67e++9N6Uyo/xB4kYBrFmzBgBg6ww/vdQf4qC5bt26lP9hK5GrrroKEydOhKOvLuIGqoFwO8yw99SipKSEivUlCL1ej82bN2HyZE+Qsb0rvo1T7d3HYO+uRllZGZ588gmKt5IRtVqNH/3oR8jPL4CtvRJOc0dUx4tV6xWXpQe2tn3IysrCY489Bp0ufo04YwWJGwVQXl6Oc889F25LN1xmad4bl6UbroFWLFq0CPPmzZPZQkIOeJ4fzF4TYJNpALR3HQEEF77zne9Aq9XKckwicrKzs/HEEz/zNE7tOgJ7X11czuswnoKt4wAKCwvx5JNPUoxNDCgoKMCPfvQoOJ6DrXk73E7/PePCIRatVwSXHdbmrwG48dBDD2HMmDGSj5VMkLhRCN/61rcAwKceSiSI9XKSuYU9ASxZsgQzZ86E03hqVOXiSHHb++HoO4mJEyfiggsukMlCQip5eXnYvHkzcnJyYGvdG1YF8mhwmjtgbdk56DnaTFlRMWT27Nm47dZbPZlIUVQwlrtooyAIsLTshNsxgJtvvjllWiuEA4kbhTB16lRP7I25Ay5LZLUVXDYDnP1NmD17NubOnRsjCwk5YIx5aw/ZO6Pz3ti6jgAQsGbNGqpAnSSMHTsWP/3pT6HRaGBt2SHb8uNI3I4BWJu/Bs8xPP744ymb7ptKXHPNNVi+fDlc5k6Px1QCchdtdPQcg8vUgrPOOss7QVYKJG4UhBjdbu+JLHDNMbj/9ddfT7E2KcCCBQs8GTamZrgkDn5uxwCcxkZMnjwZy5Ytk9lCIhpmzJiBH/7w/0FwOWBp2gbBZZf1+GIjRMFpw1133UUtFeIEYwz33nsvSktLPW0NJCSAyFm00WXphq3zEPILCnDfffcproecsj5NmjNnzhxMmTIFzv7TcDvCW9cVXHY4jY0YM2YMFi9eHGMLCbkQg38dPZE1YRSx9xwHBAGrVq0iQZuEnHfeebj++uvhtvcP1sCRL4PK2rYXbmsvrrjiClx22WWyHZcIjV6vxyOPPAKe52Fr2Ql3iLIOI5GraKPgcsDavAMMAh568EFFpv2TuFEQjDF84xvfAAQBjr4TYb3H0XcSgtuJq6++WnHKXclUVFSgrKwMDkMj3M7IXNKCywFnXx0KCgpx3nnnxchCIlrWrFmDRYsWwWlqDvt+DoXD0ACnoQGzZs2imkYJYvr06Vi3bh3cTouk2kZyFG20tR+A22HCt771LcV67mg0UxjnnXceMjMz4TTUhwxaEwQBDsNJqNVqXHzxxXGykJADjuNw7bXXAoILDkN9RO91GBshuB24+uqrUq4ZXjrB8zzuu+8+ZGfnwN5eCZfNENXx3HYTbO37kJGRgQceeICufQK57rrrMG/ePDj7T8NpbIzruZ39zXAYTqK8fBq+/e1vx/Xc8YTEjcLQarU4//zz4XaY4QpRU8Ft7YHbZsQ555yDrKysOFlIyMUFF1wAjUYDZ9/JiGZ/jr6T4DgOK1eujKF1hBwUFBR44m8EF6wtOyVn2QhibzKXA3fffbdi0n1TFY7jcN9990GXkQFb+76gzY/lRHDaYGvbA7VajQceuF/RVehJ3CgQ0Qvj6As+oxdn/CtWrIi5TYT8ZGZmYvny5XDb++GyhBdQ6LL2wm3twZIlS6imSYqwZMkSrFy5Em5rLxy9xyUdw2moh8vcgbPPPhsXXnihvAYSkigpKcH3NmyA4HLA1rYvLpWprR0H4HZasW7dOkyYMCHm50skJG4UyIwZM1BWVgaXqRmC2+V3H0Fww9nfhLy8fCxcuDDOFhJycemllwIAnH0NYe3vMHj2u+SSS2JkEREL1q9f71me6jwccZdpt9MGW8dB6DIycMcdd8TIQkIKK1euxIIFC+A0NcPZ3xTTczlNbXAaGjB9+nRcc801MT1XMkDiRoEwxnDOOedAcDvhGmjzu4/L0gXBacXZZy+jGicpzOzZs1FQUAinqTmsGCtnfxMyMzNxxhlnxMlCQg5ycnJw++23QXA7I+4tZu+qguCyYd3atSgsLIyRhYQUGGP4/ve/D7VaDVv7PgguR0zOI7hdsLXtBcfzuPfee9PimU/iRqGcffbZAABHgNmAOEs455xz4mYTIT8cx+Hcc8+B4LKFEWPVC8ExgKVLl1IwaQpy4YUXory8HE5DA1zWvrDe47ab4OirQ1lZGa644orYGkhIYuzYsfj2t78NwWkdLKwpP/aeo3A7TFh13XWYMmVKTM6RbJC4USjTp09HQUEBXAOtftdyXaZWZGToqY+UAjj33HMBDAnWQF2Dnf2nffYnUguO4/Dd734XgKdJbjjYOg8Dghvr1q1TdPBoqrNq1SqMGTMGjt5jkgtzBsLtGICjuxr5+fmKq0IcDBI3CoUxhkWLFkFwWuEekULqdgzAbe/HwoUL6IGnAGbNmoWsrCy4TG1BuwY7TW1Qq9VYtGhRok0mJHLGGWdg3rx5cJlaQqaGe6pQn8LUqVPJQ5vkqNVqT90hQYCto1LWY9s6DkFwu3DrrbdCr9fLeuxkhsSNghHjKkbG3ThNnr9pkFMGPM9j4cKFcDtMmDEhZ9R2xoAZk/LhtvVi3rx50Gg0CbCSkIvVq1cDAOzdwatT23uOARDwzW9+k6pQpwBLlizBwoUL4TK1wBliiTlcXNZeOI2NmDZtWto1xyVxo2AWLFgAAHCZfdOExbRhcTuR+ohCNkvrPzsuS+P02Y9IXc4880xMmDABTmPg6tSC2wFn30kUFRXRMmQKITbFtXUclCU13NbhWb685ZZb0k7gkrhRMAUFBSguLobL2u1zo7gt3cjMzMK4ceMSaB0hJ2I6f193q9/tfd1tPvsRqQvHcbj88ssBwQ2n8ZTffZzGJghuJy677DJaek4hZsyYgXPPPRduSzdcA/7v5XBxmbvgGmjFokWL0vK+J3GjcGbPng3BaYUwWBvD7bTBbe/H7NmzqJeUgigtLUVeXj4OH9zrt2tw1cF90Ol0mDRpUmIMJGTlggsuAM/zcPSd9LvdYTgJxhgV6ExBbrrpJgCAvas6Ku+NmHl18803y2JXqkGjm8KZPn06AM/aK+BJBx7+OqEMGGOYPXsWmhpOYPu+Yz5dg3ccqMPp+qOYMWNGWtS3SAdyc3OxZMkSuG19cI/IrnE7LHCZOzF//nyUlJQkyEJCKpMmTcKyZcvgsnSNCikIF5e1F66BVsyfPx+zZ8+W2cLUgMSNwhFrGrhtfT7/pkutg3Ri1qxZAIDTjXU+XYNPn6r32U4og2XLlgEAnKYWn9fFv8XtROpxww03APDUp5GCGGyeTqnfIyFxo3AmT54MAHAPFv1yDYob8XVCOZSXlwMYErAiordO3E4og8WLF4MxBmd/s8/rTpPn76VLlybCLEIGZsyYgdmzZ8NlaoHb3h/Re91OC5z9pzFp0qS0jLURIXGjcHJzc5GbmwuX3eO6dtuMUKvVKC0tTbBlhNyMFLIiLvLWKZKcnBzMmDHDkzDg9mTDCYIbbnMnxo8fT0tSKY7Y/8neeyKi9zl66wDBjWuuuSbtMqSGQ+ImDSgrK4PgMEEQ3BAcJpSVlVEwsQLJzc31VKUe5bnpg06nI0GrQObNmwcIbrgs3QA811pwOzB//vwEW0ZEy9lnn438/Hw4DfUBGyCPRBDccBhOQq/Xp11dm5HQCJcGlJWVAYLg6S3ksnv+JhTJxIkTITgGhs3kBbjtRkycOJEErQIR26eIgadiDas5c+YkzCZCHlQqFVasWAHBZR8VVxUI10AHBIcZF1xwAXQ6XYwtTG7oaZcGiDN2sbEizeCVi1i7yG03AQAEpxkQ3CRoFcq0adMADMVViVmRM2bMSJhNhHysXLkSAAKm/I/EYTjp8750hsRNGlBcXAwAXtd1UVFRIs0hYogoYsQgRLfN8y8VbFQmeXl5KCgshMs2VOohIyMDY8aMSbBlhByMHz/eE1dlboPgsgXdV3A74TK1YNy4cVTqAykibtxuN/7jP/4D5513HhYuXIhbb70VjY2NiTYrZSgsLAQAuCxdAEjcKJlR4sbh+Xfs2LEJs4mILVOnTIHgMENweQp0Tp48mZYgFcS5554LCMKorLiROE2tENxOLF++PK0DiUVS4g54/vnn8eqrr+LJJ5/Ea6+9BsYYNmzYALvdnmjTUoKCggIAgDDYhyY/Pz+R5hAxRMyQERxmn39pKVK5iILWaWoFBDd56RSG2BvMYTwddD9n/2mf/dOdpBc3drsdf/7zn3HvvffiggsuwKxZs/Dss8+ivb0dH3/8caLNSwlyc3N9/s7Ly0uMIUTMEcWNW2y3MfivuDRJKA9RzFhbdgIAxVcpjNLSUkyZMgVuc4c3UWAkguCGa6ANJSUlVMNskKQXN0ePHsXAwIBPtc2cnBzMmTMHe/bsSaBlqUN2draPmzInJyeB1hCxRKfTITs7e6iXmMMMnufJW6dgzj77bCxfvhyLFy/Gueeei/PPPz/RJhEys3jxYgiCy5sUMhK3pQeCy+4t7EgASd8utq3N0814ZMxASUkJWluj65qaLvA8j8zMTJhMJnAch8zMzESbRMSQwsJCmE57UkcFpwVFhYUUg6Fg8vPz8cgjjyTaDCKGnHXWWfjnP/8Jp6kNqqzRnjnnYAfxs846K96mJS1JL24sFgsAQKPR+Lyu1WphMBgkHVMQBJjN5qhtSyX0ej1MJhP0er33OyWUSV5eHhoaGiC4nRCcFuTljUu73ztBKIkJEyZAo9HAGcBz4xroAMdxKC8vV/S9LghC2J6ppBc3YiEiu93uU5TIZrMhIyND0jEdDgdqampksS9VELtBq9XqtPvs6YrbZgQEN3iep2tOECnO+PHjcfLkSQguGxiv9b4uuJ1wWbsxrmwsGhoaEmdgnBjp6AhE0osbcTmqo6MDEydO9L7e0dEhucuxWq32Fr9KFy655BJ8/PHHOPfcczF79uxEm0PEkMrKSlRWVnobaI4fP56uOUGkOBUVFTh58iRc5i6osocy4lzWHkBw48wzz1T8fX7iRPh9tpJe3MyaNQtZWVnYtWuXV9wYjUZUV1djzZo1ko7JGINer5fTzKTnhhtuwA033JBoM4g44K1rZDN6/0633ztBKI358+fjtddeg8vS7SNu3JYeAJ5WHEq/zyMJlk56caPRaLBmzRr8+te/RkFBAcaNG4df/epXGDNmDC655JJEm0cQSYeYDece7ARP2XEEkfqIqw0ua4/P62LleWq54UvSixsA+MEPfgCn04nHH38cVqsVFRUVeOGFF8JeeyOIdMIrbgY9N9nZ2Yk0hyAIGcjMzERZWRla27t9Amtd1l7k5eV5PbaEh5QQNzzP46GHHsJDDz2UaFMIIunJysoCAG+tGxI3BKEMpkyZgpaWFghOK5g6A4LbAcFhwuTJi6i+zQio+AVBKIyhOkbCiL8JgkhlJk2aBADeZAHRO0tViUdD4oYgFIbouQn0N0EQqYmYVCPG07ltnlpvEyZMSJhNyQqJG4JQGCPrPyk9g4Ig0gWxj5jb3u/zLzVLHQ2JG4JQGFqt1qfdAokbglAGYt23IXFjAkDixh8kbghCYTDGvN4bxhi0Wm2IdxAEkQpotVoUFBTAbRcb45qg1WqRm5ubYMuSDxI3BKFARHGj02VQFgVBKIiSkhIITjMEQYDgMKOkpITucT+QuCEIBSL2YdPpyGtDEEqipKQEENwQHCYILpvnb2IUJG4IQoGIS1G0JEUQysLbXmWw7UJRUVEizUlaSNwQhAIhcUMQyqSgoADAUBuG/Pz8RJqTtJC4IQgFIrYmUalSogg5QRBhIooZt7UXwJDYIXwhcUMQCkQUNxRoSBDKIi8vD8BQdWLKlPIPiRuCUCA8zyfaBIIgYoDYGFdwWQGQuAkEiRuCIAiCSBGKiop8Ji/FxcUJtCZ5oQV5giAIgkgRsrOz8dvf/hadnZ0oKCigVPAAkLghCIIgiBRi6tSpmDp1aqLNSGpoWYogCIIgCEVB4oYgCIIgCEVB4oYgCIIgCEVB4oYgFIharQZAFYoJgkhPKKCYIBTIN77xDXR2duKmm25KtCkEQRBxh8QNQSiQmTNn4pe//GWizSAIgkgItCxFEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiIHFDEARBEISiSLuu4A6HA4Ig4PDhw4k2hSAIgiCIMLHb7WCMhbVv2ombcL8YgiAIgiCSB8ZY2GM4EwRBiLE9BEEQBEEQcYNibgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBQkbgiCIAiCUBRp1xVcabz77rt4+eWXUVtbCwCYOnUqbrjhBnz7299OsGVELJHjum/duhUTJkzAtGnTYmUmESGPPvoo3nzzzaD7LFmyBOPGjcMzzzwTJ6uIRLB27Vrs3r3b77Z169Zh48aNo15/9NFH0dzcjJdeeinW5iU9JG5SmNdffx1PPvkkHnvsMVRUVEAQBOzYsQNPPfUUurq68P3vfz/RJhIxQI7r3tzcjDvvvBN/+9vfSNwkERs3bsQDDzzg/Xv58uV47LHHcOWVV3pfu//++xNhGpEArrjiCr8iJiMjw+/+GzduhMvlirVZKQGJmxTmlVdewfXXX49vfetb3temTp2KtrY2/O1vfyNxo1DkuO6CIMTSREIi2dnZyM7OHvVacXFxgiwiEolOp4vo2o/87aQzFHOTwnAch/3798NgMPi8vmHDBrz22msAgBUrVuD3v/+9z/a1a9fi0UcfBQDs2rULM2fOxBdffIGrr74a8+bNw1VXXYWtW7fG50MQERPOdW9ra8ODDz6Ic845B3PnzsUFF1yAZ599Fm63G01NTbj44osBeNzbI38fRPIzMDCAxx57DIsXL8ZZZ52FRx99FGazGcDQPd3U1OTdv6mpCTNnzsSuXbsAeJYvvv/97+PWW2/FmWeeif/5n/9JyOcgpLN27Vo89thjuOGGG7B48WK89dZbePTRR7F27dpEm5YUkLj5/+3deUhUXx/H8fdQisuEaEZalNofSWnGZKC2U+EWpTVFEWEQmmAEhf5jBkVCQbYIlm2UmUlYaSumZYtZf0SrVlQShdGmUFnZgkY+f/xoaJ6eHy2Pzoy3zwuEw7l3Dt/DQe7He85gD5aWlsa9e/eYMGECixcvZufOnTQ0NNCnTx9CQkJ+a6y8vDxycnKoqKhg0KBBZGVl8eHDh26qXP4fv7Lu6enpvH79mt27d1NVVUVqairbt2/n3LlzBAYGcujQIQAKCgpYtGiRM6cjf+D06dP4+/tTUVHB+vXrqaysZNeuXb81xpkzZxgzZgzl5eXMmDGjmyqV7lRRUUFKSgoHDhxg4sSJzi7HpWhbqgeLi4ujrKyMkpISLl26RG1tLQDBwcGsXbuWyMjIXx5r2bJlxMTE2NpJSUk0NjZisVi6pXb5cz9b97CwMJKSkoiLi2PgwIHAP3/l7dy5kwcPHjB16lT8/PwA8PHxwdvb22lzkT8zYsQI29mbwYMHM3bsWO7cufNbY/j4+JCamtod5UkXOXHiBNXV1XZ9FouFPXv2ADBs2DCmT5/ujNJcnsJNDxcREUFeXh6dnZ00NjZSW1vLvn37SEtL48yZM788zpAhQ2xts9kMQEdHR5fXK13jZ+u+YMECqqqqKC4upqmpifv379PS0sLXr1+dXbp0gf9+M+vj48OzZ89+a4ygoKCuLEm6weTJk8nKyrLr8/DwsLW1hv9O21I91MuXL8nNzaW5uRkAk8lEaGgoixcvpri4mA8fPnD16lXgx8Oj/yu0uLu7/9CnQ6eu51fWva6ujnnz5rFt2zbMZjNJSUmUlpYSEBDg5Oqlq/Tq1eun93z/+/vly5cfrn//kBTX5O3tTVBQkN1P//79bde1hv9Ob256KHd3d8rKyggICCAtLc3u2rc3L/7+/ri5ufH+/XvbtW8HSoODgx1ZrnSRX1n3p0+fcvfuXS5fvoy/vz8Ara2tvHr1yvbAM5lMji1cHMbNzQ2AtrY2W19TU5OzyhFxCoWbHsrPz4/U1FTy8/Npa2sjPj4es9nMw4cPKSwsJCoqitGjRzNq1CgqKyuJjY3F39+foqIiu7AjPcuvrPuECRMoKCjg+PHjxMXF8eLFCzZt2kRHRwft7e0AeHl5AdDY2Mjw4cP1FVIDGTp0KN7e3mzbto3MzExaWlrYvHmzAq38VRRuerBly5YRHBzMwYMHKS0t5fPnzwQGBpKYmEh6ejoAy5cv5+3bt6SlpeHp6cmcOXNITEzUllMP9rN19/LyIjs7m71795Kfn0///v1JTEwkMDCQ+vp6AHx9fbFaraxfv56mpiZWrlzp5FlJVzGbzWzYsIGNGzcybdo0QkJCyM7O1uFh+auYOvWUExEREQPRgWIRERExFIUbERERMRSFGxERETEUhRsRERExFIUbERERMRSFGxERETEUhRsRERExFIUbEelxKioqCA0N5enTp84uRURckMKNiIiIGIrCjYiIiBiKwo2IuLSvX79SWFjIpEmTGDlyJBkZGbx9+9bunpqaGubPn4/FYiE8PJz4+Hj2798PwJcvXxg3bhyZmZk/jJ2QkEB2drZD5iEijqNwIyIuLS8vj61bt2K1WtmyZQu+vr5s3LjRdv3ChQssWbKEsLAwCgsLKSgoYODAgeTm5nLjxg169+5NcnIyNTU1tLW12T5XX1/Po0ePmDVrljOmJSLdSP8VXERc1rt37ygpKSElJYWlS5cCMH78eJqbm6mrqwPg4cOHJCcnk5OTY/ucxWIhKiqKq1evMmrUKKxWK7t27aK6uhqr1QrAkSNHGDx4MKNHj3b8xESkWynciIjLunXrFh0dHUyZMsWuPyEhwRZuUlNTAfj48SNPnjzh8ePH3L59G4COjg4AQkJCiIyM5NixY1itVtrb26msrGThwoWYTCYHzkhEHEHhRkRc1rezNX5+fnb9/fr1s7Vfv37NqlWrqKmpwWQyERQURGRkJACdnZ22+2bPns2KFSt4/vw59fX1vHv3jpkzZzpgFiLiaDpzIyIuy9fXF4BXr17Z9be2ttraWVlZNDQ0UFRUxK1btzh16pTdFtU38fHxeHl5UV1dzalTp4iJiWHAgAHdWr+IOIfCjYi4LIvFgoeHB1VVVXb958+ft7WvX79OXFwc0dHRuLu7A3Dx4kXgn29afePl5UViYiInT56krq5Ob21EDEzbUiLisry9vcnIyCA/Px9PT0+io6Opra21CzcRERGcOHGCsLAwAgICuHnzJjt27MBkMvHp0ye78WbPns3cuXMxm83ExsY6ejoi4iCmzu83pUVEXFBJSQnFxcU0NzdjsVhISEhg9erVnD17FpPJRG5uLteuXQMgODiYlJQUjh8/TmtrK4cPH7YbKzo6mtjYWNasWeOMqYiIAyjciMhfo6GhgTlz5lBeXk54eLizyxGRbqJtKRExvCtXrnDlyhWOHj1KdHS0go2IwelAsYgY3ps3bygqKqJv376sW7fO2eWISDfTtpSIiIgYit7ciIiIiKEo3IiIiIihKNyIiIiIoSjciIiIiKEo3IiIiIihKNyIiIiIoSjciIiIiKEo3IiIiIihKNyIiIiIofwHd6OgXwlHqEEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips, inner=None)\n",
    "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips, color=\"w\", alpha=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "cc63760d-171c-438e-b4de-f8b1062228d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 加载 flights 数据\n",
    "# flights = sns.load_dataset(\"flights\")\n",
    "flights = pd.read_csv('./data/flights.csv')\n",
    "# 透视表：把年份做索引，月份做列，值是乘客数量\n",
    "data = flights.pivot(index=\"year\", columns=\"month\", values=\"passengers\")\n",
    "\n",
    "# 绘制热力图\n",
    "plt.figure(figsize=(10, 8))\n",
    "ax = sns.heatmap(data, annot=True, fmt=\"d\", cmap=\"YlGnBu\")\n",
    "plt.title(\"Monthly Flight Passengers\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "51a6ac1f-083f-4e32-8929-680b29720638",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 加载数据\n",
    "# titanic = sns.load_dataset(\"titanic\")\n",
    "titanic = pd.read_csv('./data/titanic.csv')\n",
    "# 绘图\n",
    "sns.pointplot(x=\"Sex\", y=\"Survived\", hue=\"Pclass\", data=titanic)\n",
    "plt.title(\"Survival Rate by Sex and Class\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "321b3b88-a76c-4104-80ba-7596f827eb03",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',\n",
      "       'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(titanic.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d8ec5dda-af4f-43f9-950b-eea633eb4bf2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=iris,orient=\"h\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0835ebd1-8936-4608-822b-032d35f6cc4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1d5c1fa8c10>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 580x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.factorplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",data=tips)\n",
    "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=tips, kind=\"point\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "add111ac-47ff-41d1-aa48-fc89ca02d4ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1d5c32f0370>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 880x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.factorplot(x=\"time\", y=\"total_bill\", hue=\"smoker\",\n",
    "#                col=\"day\", data=tips, kind=\"box\", size=4, aspect=.5)\n",
    "\n",
    "sns.catplot(\n",
    "    x=\"time\", y=\"total_bill\", hue=\"smoker\",\n",
    "    col=\"day\", data=tips, kind=\"box\",\n",
    "    height=4, aspect=0.5\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e6bab4a1-8649-4874-a267-3a01c360e8ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.13.2\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "print(sns.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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